{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A Gentle Introduction to PyTorch\n",
    "\n",
    "In our previous PyTorch [notebook](https://medium.com/dair-ai/pytorch-1-2-quickstart-with-google-colab-6690a30c38d), we learned about how to get started quickly with PyTorch using Google Colab. In this tutorial, we are going to take a step back and review some of the basic components of building a deep learning model using PyTorch. \n",
    "\n",
    "This will be a brief tutorial and will avoid using jargon and overcomplicated code. That said, this is perhaps the most basic of models you can build with PyTorch. \n",
    "\n",
    "If fact, it is so basic that it's ideal for those starting to learn about PyTorch and deep learning. So if you have a friend or colleague that wants to jump in, I highly encourage you to refer them to this tutorial as a starting point. Let's get started!\n",
    "\n",
    "\n",
    "**Author:** [Elvis Saravia](https://twitter.com/omarsar0)\n",
    "\n",
    "**Complete Code Walkthrough:** [Blog post](https://medium.com/dair-ai/pytorch-1-2-introduction-guide-f6fa9bb7597c)\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting Started\n",
    "\n",
    "We need to import a few modules which will be useful to obtain the necessary functions that will help us to build our deep learning model. The main ones are `torch` and `torchvision`. They contain the majority of the functions that you need to get started with PyTorch. However, as this is a deep learning tutorial we will need `torch.nn`, `torch.nn.functional` and `torchvision.transforms` which all contain utility functions to build our model. We probably won't use all the modules listed below but they are the typical modules you will be importing when starting your deep learning projects.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "## The usual imports\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "\n",
    "## for printing image\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the Data\n",
    "Let's get right into it! As with any machine learning project, you need to load your dataset. We are using the [MNIST dataset](http://yann.lecun.com/exdb/mnist/), which is the Hello World of datasets in the machine learning world. \n",
    "\n",
    "The data consists of number images that are of size `28 X 28`. We will discuss the images shortly, but our plan is to load data into batches of size `32`, similar to the figure below.\n",
    "\n",
    "\n",
    "![alt text](https://drive.google.com/uc?export=view&id=19AC_WpscyXkrK_o4PaFFGpt_jG0aJm_f)\n",
    "\n",
    "\n",
    "Here are the complete steps we are performing when importing our data:\n",
    "- We will import and tranform the data into tensors using the `transforms` module\n",
    "- We will use `DataLoader` to build convenient data loaders, which makes it easy to efficiently feed data in batches to deep learning models. We will get to the topic of batches in a bit but for now just think of them as subsets of your data. \n",
    "- As hinted above, we will also create batches of the data by setting the `batch` parameter inside the data loader. Notice we use batches of `32` in this tutorial but you can change it to `64` if you like. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2.0%"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n",
      "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./data/MNIST/raw/train-images-idx3-ubyte.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100.0%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting ./data/MNIST/raw/train-images-idx3-ubyte.gz to ./data/MNIST/raw\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "102.8%\n",
      "8.6%"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n",
      "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to ./data/MNIST/raw/train-labels-idx1-ubyte.gz\n",
      "Extracting ./data/MNIST/raw/train-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
      "\n",
      "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
      "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw/t10k-images-idx3-ubyte.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100.0%\n",
      "112.7%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting ./data/MNIST/raw/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw\n",
      "\n",
      "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n",
      "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz\n",
      "Extracting ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
      "\n"
     ]
    }
   ],
   "source": [
    "## parameter denoting the batch size\n",
    "BATCH_SIZE = 32\n",
    "\n",
    "## transformations\n",
    "transform = transforms.Compose(\n",
    "    [transforms.ToTensor()])\n",
    "\n",
    "## download and load training dataset\n",
    "trainset = torchvision.datasets.MNIST(root='./data', train=True,\n",
    "                                        download=True, transform=transform)\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size=BATCH_SIZE,\n",
    "                                          shuffle=True, num_workers=2)\n",
    "\n",
    "## download and load testing dataset\n",
    "testset = torchvision.datasets.MNIST(root='./data', train=False,\n",
    "                                       download=True, transform=transform)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size=BATCH_SIZE,\n",
    "                                         shuffle=False, num_workers=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's inspect what the trainset and testset objects contain. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset MNIST\n",
      "    Number of datapoints: 60000\n",
      "    Root location: ./data\n",
      "    Split: Train\n",
      "    StandardTransform\n",
      "Transform: Compose(\n",
      "               ToTensor()\n",
      "           )\n",
      "Dataset MNIST\n",
      "    Number of datapoints: 10000\n",
      "    Root location: ./data\n",
      "    Split: Test\n",
      "    StandardTransform\n",
      "Transform: Compose(\n",
      "               ToTensor()\n",
      "           )\n"
     ]
    }
   ],
   "source": [
    "## print the trainset and testset\n",
    "print(trainset)\n",
    "print(testset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a beginner's tutorial so I will break down things a bit here:\n",
    "- `BATCH_SIZE` is a parameter that denotes the batch size we will use for our model\n",
    "- `transform` holds code for whatever transformations you will apply to your data. I will show you an example below to demonstrate exactly what it does to shed more light into its use\n",
    "- `trainset` and `testset` contain the actual dataset object. Notice I use `train=True` to specify that this corresponds to the training dataset, and I use `train=False` to specify that this is the remainder of the dataset which we call the testset. From the portion I printed above you can see that the split of the data was 85% (60000) / 15% (10000), corresponding to the portions of samples for training set and testing set, respectively. \n",
    "- `trainloader` is what holds the data loader object which takes care of shuffling the data and constructing the batches."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's look at that `transforms.Compose(...)` function and see what it does. We will use a randomized image to demonstrate its use. Let's generate an image. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = transforms.ToPILImage(mode='L')(torch.randn(1, 96, 96))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**And** let's render it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7efc6a911f10>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Okay, we have our image sample. And now let's apply some dummy transformation to it. We are going to rotate the image by `45` degrees. The transformation below takes care of that:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7efc683f7650>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## dummy transformation\n",
    "dummy_transform = transforms.Compose(\n",
    "    [transforms.RandomRotation(45)])\n",
    "\n",
    "dummy_result = dummy_transform(image)\n",
    "\n",
    "plt.imshow(dummy_result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice you can put the transformations within `transforms.Compose(...)`. You can use the built in transformations offered by PyTorch or you can build your own and compose as you wish. In fact, you can place as many transformation as you wish in there. Let's try another composition of transformations: rotate + vertical flip. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7efc6837bd90>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VYTWGzIy0ufbsFId/o4OIU8LZCknRoH3AIGx8NS/0TMjP3PJx6kafh/qH2YmKlKyQohHx0PZ+rl0eB6mxKxFaCeSFAk4Tort6/OT1n+WDa7ey9OAc/rpm4mOLpKtr37Cx96i+j65uft1JNd+cIQTScXIii1IAvDBhKo3OMnTBI5xJmJrdZU00SH0Dp2PhVsoMaw5qKkQrgRkYWKtN5LCMU7YJRzzc4pBWWKJ8VWGGirVXSOT0ELXiU9gUJEUIxzNQEruvcJspXyngaiHIHAORaYZbPkNb5bVnD2hEVMtD4tQgiU2yTBJbJggoNwaU3IjQctG9HkiJMPOhYQ5B9QXetsZtKqxujLBMMsckLWi0BKsP9kAzmBDE5fx7bxmGDYF5aECaSqKah+PY2J2Y8hIMxk26B/NJx9/QiAyCKUFcURwtdnAFODJFWaBjgd3R6L5AZBqhIFSCm72r1GXIaEXzRKXOjzd+gMKGgenGjJk9ntWCrV4R3bIprAwxuhHq5XXMkSHj1R7zxSZXnAnEIIROHy8IcW0LmTQYjBlENUHU0CgFsTYpyIj3VB/DEgqlBTGSZ9oz+IsmSUWzcHCNsh3yeG8/yjIpujE9lZOLUjevRGCZIA1Q2Ys9cl9K9v/ZMPfNsvKtM0TVHBAz4nyVNUON3VMUVkKGZQtnzWI9GsWf7DNxsMfKoSqbL5tFJmAummgDFt+dIO0GxSc9Rs7EeFuK/pdHKMWgDUVUNshKKfVyQHokJD0kKdsJBwt91ntlWv0GdscgqkPqa4rLgsrlBCOB0qX8PcwhoKFdMKlPBixt1RFLHrgaf7YHwPD5KnpXUOgrkpdfR2fBYfdmhRFIRp9SOO0MqxNjDBNElCCqFXr7XGbuWMUUiqtiFqcpCUc0aSXD6pnULoRYfYeN/R5mIWH1LSmrb6gjnAzDTHDcgFF/SC90aNfKiEwwfd0GNzeWqZkBf9g7zvOtcQCiqiC5p8O+eouVToVg4DI/vsuXBkfItKSTeTTjAun1fZbnHMSOw49++G+TlTK8keEefVggtKawqgl0kW1VZCebpBjD5qsnUKYgHM2ptCPPKhqnesRVh3DEIj3n8p+feUe+CzFAWbDwqmv8s/mPsNSuMnoqoTdjIu/QzHotOgfWaU75TJc6XAsbXN2uUz8DbjslG61g+C6sb5O1Wi/u2H1R3+1vQGSNMundHU6Ob3CtU2cQ2gz7Dnpg4mybKDOnsrq7YIQGY0f6fP/sQ/SmXJrHinxi7Ti9T06gHPjONz3Md1cf4w39f0DtgsBtZ7jtDGUJ4qIkKYD0U+pewL5ik4P+Fq5IKRlDzpSm+cPpKmnRQM8NGat32dLjFNckMtUU13J2mhkptBB0rpNU7CFZKiltCsI6jJbyElBvsczIcwHDMSdP9JsU/+y1H+ITuyfZ/tQCzqmr+c0LgSj46ILHsCH50dmHsETKT6+8Cy0c0pEEqxgjdBF7cZeCaCD7NrqQ8PaTp7itePWFzzFUFj3lci1s8Dl1hCyT/K25h/m20lU+Npjhk7vXs9spUBCCpAA/dPQhvr30HB8dHOZ0fxaF4MJgnE7istKrAnDr7DLefMKXPnc90w8k7B6zCe+M8qOLIUBr/G2FTCVuS+HuxPTmHLZvAVVKmZ7dRQpNcm4ceWEJr1LGqZcQYQK7LcgUGBLheTw/NwXzMOi5zJ7bRssxpNBMOB3KjZBEG7QTn52oSNJ2qVwOkMOUpO5C2cbt9OGlZP+rD6NaYfdt1zGYzqmR7Ak5ZJKDY/ElzROrRcyxIZViSNB1MXsGMoW4lB+XtMzPltdWGvyX7B4yLciUZHu1yuSmQgv4rUfv5I/HTuIvmSgzzQG2DLKCpDsvSUoax0uIMpNTO9M8Es9zpLHFD048AD58evIog5LL/vFd5otN1ioNMksS1gXtoxqZwMTDAm8zov6Mx9mtQ7gKUheUk7PALKloH9MMR/18lxKDEUh+4eKr6fR8Kgdt/OohzEGGESsyW6IsyXBUUzUGWGQUyiH90ECEBlnPRygYHhwlGLfQpkYNTT7y9I18hBupj3c5Ut+m4fTZ720z7bR49dwFUm2wmVT4ne5hzgymWQ/KWFZG96BCm5rfvnI7n/RPECuDTEkmCl0WCrusD8tsn2tgDgVPiFEQYKSCjdtslA1qsYCVwOatHiL1cpxAQuZIEt+huyCZuG4DAaxvV1ADi/K4RLzpOuKSIKqKvbLmKEYM3l4FQwSSf7f2BnTHZrh/hGHDIAoKPNpa4PTqFEnPyQeTyM9Yl9/tIeOci28GMLVTgW/g2f3PipeS/c+K0RH8713jfYfez0CbhNqimRW5Fjf46PpJgl+bwukoFr/FpTraYietYLfzJI/q4oXJQWTgX3TYvTqRD3oLyluC8uUeIk5xmwUyr4SWGcoUiAyMJCPxTOJjQ2qVAaaREWcGm4t1CosmT590ODDbYt5q88zsRbbCErdWFtln73B/7QCpW2AwAz/4qi+wEtV45okbsVeajF+O0WlGcNs863eZZL4iTEwsJ+aWWy/iGgkPXT6AddnD6gniBxo4JrSvU7RMcLZsrD75KgnEUzETRhdLKPbVWlxVgvhiGX89f8HucYe0ANpKEYHB1P1QXAxYe2WDR04WmRxvc2h2i1l7m79VOQ3AP9t4DR9ePkmSGiSZgWOlTJxcoznwGT7WYLMD/VlNNpIgZzT31C/wULSf8UehsBZibXQQccK1755l9N41Fq+MMfqIQVgXGPc0qRcCrq6MItoWcVVgBpL46JB/dejDnIsm+fdPfAv+mqC3X9G7KaZUHrJQa6G0YJhatIcua2dGsDsCs695/LHDOB1J67BBXIG4XaTZ9Sk8UKRyNSEpyhcENh96xy8w0Bb/6OK7WNmsEZ4rYJ96cYf1N12yy0KB7ORB0oKJszNEdgZkjTLhmIve4y8HYwa3VZ/GFxkXk1HOh5P0Mpdu6jKIbdKiAAxQivbQA6FJixpjKLBbgICkkCPNSVmTOfqFJEndHESThiAYs4hLAiPSGDEMRyAum2QuqKbNzsCk0AgouhEylFhdCHYdPtC5BUMoLvVG6ccOHx+eyLefPYfhWF66uxyMshsVCMYk9rFxvLU+cqeDTDV2R6CFpNf3iFOT3UFeYlKBiXJy9D+u5pMTtbwuLFcNnLYmbAjChqZQG2IJRaAsrjXrDDeKeB2BFWjikiCuQOZqcDK0kKSOQeYYucw1zpNZCoUhFJnWZEA3cRnGFkU3YtzpUbQixtw+K1aVc34NI9z7EBNBL7K5FjaIM4O0JpCZjYwKyDAhqmlO1NZZtBu4LZCpZHOtTKfgI3cszIEkLSqGtYx6ecBWVqKT+SQlTVQTyFSgd226fZNndwovVDDQIAqK0BaYA4GzI7GCvCKiDUG45aKNvPyZeRJzqLH6KWbPxBL5sWq370PLxohe/Hr7N12yi5lJrv1vmrvmL/DAI8epnK/Qui3hJ172KVyRa6JdmTBvbdNUNr+49Coun5lC2xrhZuhYYh4AoQQiE+ysVRC2IpsP0Ysu448nKEuyfZNJVFP4C10W6k3aoUcr8BgYJaKGjTIEW69MaUx22L1aw1sziE4M+Se3fJQPb93E6q8cxG1rlt9QxJ5LsbqS0lqKERv8Rv/VKFujHA0K6s9KSssphRst4lv7iEzy+WePASBvG9K9VVB9uErjtINMFCPPJQxHTJqmT2BqSlclTluT7RMMp1O80YDXL5zDQLEZlVkPynQemGb04R0W3zHKsTuucqK8RkGkPJtMw2MVZs6mIHIe+7BhwLEerpVhmylB6DCYLqENLy+fBQZhYuKKBIliLbMJtcn2sMgwcLh1cpm/M/ZFXJHiy5Rno0l+et8EA98FoRGxpNUscp8+zDCyCW/M6A4kpYkS5kDTOL7NT4/fx+euHqZ0ugtKUVgfI/VMlKVRZsbaazTf9/IvESibTzZPMkhtJo9s0Z1zEY9VGbuo8DYT7JUm2rVJGkWGYzYb74w5OLnF4gP7GHsmQaQaM8zILIm/ZZHZkrgk6M4ZNE5H2I9foDR/guW0yrW4QfZchcYVjb3e5cXG4/9mJrsQGJUyOM4eqSXOy0mGRJU9HCelZIYoPyMuWxRrAa/wL1ISKQUpyLRmM7PYVT5r7TLeukHqa5KqyJN8r9Qlkj2ShJPhuDGR46AsibJFXjs2NaZU2DIlUZLh0EZkgqgsUSYIJ8E2U3QhI65KCoWQqhEghcZtZzi7EWiXohPT8zRRySBz8vKTjEX+lYDTVtjNELRFo9KnFzr0una+imqBkJqoKujPuhiRxhpkmKHC6hhoU2CGGplpRJbfn9a5YYWxV/5yjJTUF6RVH23AMLVYjyp8MTjIk/15nJbG7qREdYvEz8kmZT/CNlNsI8OQmna1iEwEqZe7WSgl2UlLALgiIdRWTtqxUoaZxeVkjFGjyyHZomoMcNyEgWNjDCQyFqTSomt5OfZWjskcg6jlkNmCklSspB5pYubmF4nGGOYlyriS1/hxUibtNtfCBtd6dbQWjHoDSnbEkqzmu61hgu72EImHUXAwQxOV5Z+PjMEMMpQlSYomWgpkujcwZP78ZaZQvR5GCF3lEurca0Ab+Wte9LT4m0iqkYUCzXeepHtA4K9rSispqSuJKjl7yQxzXvdwVBKXYHgw4tXHzjPjtbircAFbZFyIJ1iPq7z/Q/ey8Ic79A9X2b7RREZQu5AhM03ziEk0olGTIdNjbZoDn8FWAZGKfCLQoG2NNjTFyyaNZ2MGkxbbd6ZgapxlGyOE5IY+9yxc5omNWfrnanibgun7WmjLYOX/0Pyj45/i7HCKS4NRPCOhbg14pjVD849mKG5kDGuStCDo3BDzzhufop34XO42WGuWqX6yQHE15uq7DN5062k+9fx1NL7gYAUadzchcyUr95rImYBs3cPdzgUj2oCkoHEO54o2x0yRQnP5zBQjT+dcfJlqZAbWIEMLweo9BrVju9hmim8l1JyAWypLSKF4vD3Pblhgu18gCBykVNh2hu/E3NBYo2oFVMwhlsj4r4/fw+gDFq1j8INv/hyWyPiD5ZvYbpUofdmn/nxEb9amtyCIGhmHr1vBNjLOrY2T9G2MjoHVlxhDsLsaLXICj7Khv5BiVSNmR1tcX1vjkc15Wk+OkhY13/vqBzjhrfCTD38bhWddjDhnJmZ2zh9Akm/lFRSXNYX1mJ2TDvoVbcKhjbziYQa5K44Rw+hTA8SXT9H5npfx1v/9i1SMIR/fPMFKu8rI+wq4H3vs6z72/+aSaoRAGMb/88eeS39GkBwO6FseMjFJfUHYAHMAM5/tIHc67N47S1SXEEsudkbppQ5z9i6WSFmKRlgNq/ibmuz5C3jlk8ioiBmAvx4i44zedJmkDJkWeGbCaKlPyQsZRDb91XJub9TN0dzSssI/tYyy99GY6mCbKb0zE/gbiu4tirfUT/HY+hz158BrJohBiK74lLyQ4/Yax+01qOT3lyGQ4g4e7E7hrYf0JwoEE/k5esLp4BkJg8xmp1+gci3Eem4R8b3z/NzEfSwNaqwWFjCHGmejj/IssqrHzbMrPN4+gNWXOWegm+8GWhMujpXw9plT3FM4x7df+hFGnukjewFs7YLjkBydIWzY6ImQb507xVpUZSmoUTIjZuwmrkjw6zH9zOVB8yBXszpRZDHYdghchyvOCKOew6H6JoftDX6l+RpGP7uITOc4d88EDbuPJRWWlWF3Ne7VHbQ5Sly2ST1J3Qmo2wHtukfL9ciuVWk8lxKMGvRnczMORF4fr051OTSyDcBGWGa3XaS0BmFdUjcHXGdvUCiHJGWH2PgKw0+R+QoZS0pXJHYnZy1qUxLVNe9eeJalYY0Hu0dRbQMnExhxPj4ReUWnlfhUjCGvbFziaqHBs9Xr8SwbnWUvGsHm/7sruxAkr7mZ3eud3EssyWmkcTn/rxZ51cNf05SWU/ozJru3pYhEMvqoxO4pVl8LR69bZntQpN31SQMTe9NCJjkyLlIYeyrGe/IqvVceZOXNGbJnMvkljdNOSYoGmSPZPS7RR/vUywNuaqyyElQ599AC7q74Kr2zAtGIgtGItx17lq2wxNnfP0blcsLy6w2O3bTI86fn2PcJlXPBR02UDVFNkLowetc6//bwB1lORnikf4Avrh2i9B9KuMsdzv1Ig7tvf56dsMhOUKDd9dGLPnZHMPZ0gt2OWH5dEW7oMtzyKeyReuKK3qsSaJBgDCTmUOTKujVF6gp684K0oFCjMY6f4N5fYupDV8Cxc8soIRDD3Cji/N8p8EN33o8lUyyR8aXmQZ594BBGIIgaCuUpcDIMW6FaNv6KkdN1K5rU0xw9ucSdI1f4jU+/ioMf6BHM+Gzemh+hdD1BGAr3eY/iqsbuK+x2ynDUYvdEroqbO7LJXKnJY8v7iNcL2B2Btyn27hUyOwdSta2xdyXuTs7MKy9FDBsWm98aMTXSYeOpCUpXoXVScefN53l2axL1pRoyyw07jHKMajmYPUnmaJSfISKJt5HfT3p9n+mRDltfmGb2M122bylhvX2bihOSakmUmqxeaeBumow9meJ+/PGvmz/d38iVXRgGu9c71N+8SpiaDCIb3064e3SZREu+8PkbqZ4DfyvFWx8QjFUojfXRWtDdX8UYGtx4/UX+1dxH+Lcbr+fzy9fhL5nMfbSJ3FNQYRqQZlCrEDQks7NbbHWKhPUiMjPwVwJkd0hUHmN33CXyIm4vXcGTM1zu7cffVC9QWTsnM37+ng++AAI+Ig9yPtHY7Rh/vcDztSn8NQNnZ0A46tE6lq8qB/6gh3j6PJf/xS0khwwW4wYPby2ws1ahsdVDdHpU5k1+fe6L/IP1Ozj3/CzOlsHoqRQZaTJXMJj2KC1qso0SVjFHysPxlLfd9jRSaD7+udsoXYXhmCAaUYhMomXOdy+sgTIketFFS5eRMyHp5jbm9CTBjI/IoPhMCx1GyGEuIpm1mhy1N/jU5nEO/M4OemmN8O5jBOMWnQMm0WyM3ZGUlhQiy+veqSe40BinbIcIDVHDwwwUM5/PiKsmG3fYpLWUcFwRVwUjzwpKDy3jFnzc3REGkzbiqObu6iVG7T7LUzUef34/9TMG2oDUzw0w3aZARlA/F+VkISEQpok1Xqf7TI2Nqkf5ChQ2M1p3Zvzi3Cf5WfuVPLF8C0JpKm/c5rtmH+PR7n4udxosXx2l/qSJTAGtiSuCNx16jn8y/hB3tH6Y7pUiSUHQ3KywY5dAaKRU3HTiKodevs1H1Z3MfcpAp+k3PGf+eia7EBiNBqJUyPnnaYauFOkdrqIsgRHlg0RZcO3iOBgaLE1faj7dLqIygb8rkImis2CxdVOVuK7wgeHQprKmcVuKp8/N88+Nt/LsxiTGIHdfad5cQ6ZV4pJAWQJvW+HuJoQjgkknRJUF68cKDCZN6lYBf8PKzR3bBi0q/CdxL72BixeQ+6sNNTLW+Fcsfrb8dgCy1EClAnlY05v3yWaGjDe6bA4a7F5fQmgoXcspnjs3FeGmW0irGb+w9jpW+xXW1msYHZNgrozZKNBpa/7lzgm2ohIj+1rsZjXsTorZT4jqDsKWgMIMRc73no8wLMWnLx9DK0FayegclaBz3jnwgjpOi3ynFExo0pIC4VK3b6JXM+ksyD3xyhRGmKFHYupmn080r+dfrL2Z6EqZQ04HOdYg82SurGuBjG2sADILpNCYkc5Bz3WHJ8Uc/prA3RgQThTYvtnOxTYdsPoWw9kEby5gq1BkMHEwxw7ifOU+VOgwZnb5b2t30zszQmlbINOMyJcEMxm6kDKMJShBUnKojBwiswVJMX/WyshNOmWyp9UfmHwuGKeXurSOSoQCL7Z4oHWYZ9anGW77iETQOQTIvDqiHcViUOc/NW9CCGgdzXEiZ9nOP0sDkPB0a4Gn3TlGlzT6RdK4/zVNdoman6A/5+eoaJjRXbDJ3trK/cPaZaLQxj5rMvmAJKwKgimQcQ7ImaHGSBRoTfummH96959wJpjmU4vHyNo2jWf6GFfWQBzi2atH0RJsAWlBs/3qGNNNmG20KVkRp87so3zBIZhNmfbbHCxtM7x7ne2wyPPmQVLPRUvw1wVi1YSnRygrkHH+AO1OitUOmW6aZI9ayDjD7A4ZzpSY+sfn+dnpj3M+GeNa3OCL/hFO+TM4yzYLH2whtObKP7X58evv4xfP38OpLxxGJoJiSF6zPW6ipYm5rvmt1iuZPLrFTx/+FD+XvgV7Lad4WuYMacHE7ipEqmke9fnW65/myd05Oh+ewog1wzd1uXv2Cg8sHiRZyq2+1d7I0IYgs8E83OOumUVOz09y7boK0osYqfcJE5O1RhUjNDg8s8SsvcuD597IkV+KIe2SFWziukdclCgbSssZ7m5CXDUZjBvoROC2clZa9ZxFvObTOB2hn7uAmrmZ2uvWCVMT9UcNCpsZWydD/vmJj+KejHFFwgP9o/z2M3eAgDsqV5kyWwyeanDwP52H8QaDhQppQXD0+DI315bxZYwhFA8eO8iFjVGqpSF3jC1zrV/nygPzeFs5gCuUxt41+PW1u5BCM/PKZaLUZLNd4pHmAu4Fl7ElTfM43HT3BSbcLicKq0TK4lcu3smTZxfw6kOmX7HMpYuTzHw6X6QyJwdAjVAjY3CXtshepDP7X2mym/tmSWZGEEmG0RmCUogkzW2Raw6JL0ldjShLkqIgSUyCxGKs3IcybJyfxt1JSHybpJhTTY1YkMT5OU0bUKj38WWEFJo0NRBaENdd3GAUI1J4W4LhmGA4k6GdDLcQY5oZrcCjhYeM8zKZ2Td4aGU/hlQYUpFkBnFF0zkoUBYoMyfGmIMckLO6GpkKunM2ctre02qDzCzMms1gwmB/YYdZU/LBzhyfXT/KILIxnYykrBkcKAPgux0SbaC0QGYCJKQeezr0fEW0OgJnV7BaqvOx6g0MAofBoRL2aBFtSYSGwaRDVBaEUymzbpOLzhgdeGElB5BS5Sh8UdOfyct6Vj9HlvvbPo+JObJMYpVyQki765PGBnYIMhKsd8s8NjiA0bQwdnbQlkk84pJ5BkKBEebb9cGUTVLIdxlGBE5XIjLyZ1yCcMTEnZ1mOGIw5/foxS5bniBzBWHb5Y93bub60ip3F87jiHz7qzPB+WACKRTK1mT7p0jKNnEp1xiMez3q5oDzwTi7UYEkMxir9pkodDnsb2CKjHO1WWRsYHfzSooxFCy3qwDEiUmWCZLAhjhf5bWR40KtyMc1EpQWJNqg1/JxNkzioknNCcBWaJl7CaSeQBkCivmKb3X9HMh7EbCzv9JkX337LLd99ynOtsbZODOGEQjsbl7D/ArjLCkK4lq+KlnPlNkulHjz6x/nHdWn+F8e/ju4zy4zmDrAwRtWqDhD4sxECsWB4g4Nq0+oLJ4cLHC2O0HYc0BqVu81MYZ1xp5KGfvSNpe/Z5R/9/rfZTWp8eH1G1nvlIkeHsHf1JT9HCCrPweVj1igNcoxCOsW3vfv8lOHPo0lUmyRcS1u8Gh3P9d6dZafmcIMBGMvW+fdM09xuj/D2dY4plRUnSGH3T7vqT5OohW/9flXcui3egR3lLFf18U9EKCO5qUuTwt+Z/F2Bl0XWdBkxQxvNEApQdxzcirqKSif2iKerfH87AmcaUH7B1uEkUX1Yx7FtZjNt0T8q9s/TNUIGDV6rJerXBrZTxYIosjiUnc0r6+XUorzA147e54znUnWP7qPwpqicTrF7MHKa0tUXrXB2nqNkS/bmIHGjPIZo6Vq/Pby3TROC9ROEzman6UzJz8DG8OM1XtsijfuEqcmcWSS9G2UZSMT6J6MmJhoszY5Qmf/NMFcxiv8Jm3L59L+GeKSQeNhybVPH+HhO4/SfFWBs90JaNuYkeDjT53k4/YJrIUBa/8oo98UOKuCaDTl+uIqdbPPZx99HZWzBp3bI959w5PM2C3u8C9xyNlg4+Yy1zp1huEohXWFv6npPlfFHAjKKzmi39snSAoa5cBgUiBSzeXnprlUHiM4aBNmFpWnHUbORFwruowd6uOWIoLRIojc0DItaIr7OsxV2yx9dIGpp/4GntmFlEi/kDcsID9n3Vs9hyNTPl4eQe11/5BxvjqKLJduZpUU2TdxFgVmINiJioTayv+maaIMMKSiYMbMei2KZsRN/iJTZounhvM83Z+jHXqIwEAkObqcOfk5TcQ5YFaSQwrSz2fnxKC4qyms5yh+XM5dVMztXr7zAIxhBc8NebW3QU8r2spEonJKJppr5TG0aXCgssPN3lUcmeDIFM+ImXZalGSI0oLlTGJ3JMb6DnavxCA1sLyII9UtTJnx1NYsnb6LVoKsmCFLCeOVHnFmsNZzEOkehjGMMLsR3o5BMGFx68QyncTlqn8IZQrqtQFvLawT6Iy2Al/G+e5HglaCMDVz99g4N1scsQYUrQiR5co5e70Lm9tYL6/gW/lnZg1yWa/I8kSwuwbKMbCC/Plqy8yxDxvYyF1WlQ0L1Sb9xKEdejSBpJAbdRhOhmumGKWEcEwiaxGekTBUKcpVKCfv1OLuJpgDh2FmEWd7HWMUyKGBTiXFkT43ja3ylJyhv1MDQ9PJPBJtYHUlXlPRjiSuTPBlREGkhDKkYoWUnIi+B0k5r1gYocAcgtPLuQRW3wBE3lDGzpmU5gBSw6QV+SSZgd3R2NsDjLCWf05WSlLOV6/MV2gvo+4PmSu0uOIvIIsF1DD8hjeReFFLb4XGrD72Lf8Ap6MwQkV3n0lvHpxWbhksY03m5NvmsCZJSoLBtKJ8oE1nucKB90eY3ZDeoQphVRJMCKJRhdWR+Bt5XVje3maq3OVQeZtRu8dmXGZjWOLpy3NMfSJHTbtzBpmXl+tEtqf0ijRJURBM5WqxyYdT3I2AxbdWqNyxRTdwGbZdrB2L6S8kCA3bfzfgx45+nn/73OswHy8RNjTFIy0qXshMsQ3AQ6cOU1g0GRyMefmxywCEmUmQ2lzbqROHFkLs1YF7FvZO3hIpc8iR2zgvA7rXt/meg49RkjnL7rOt45z6tespLSW0jtgMxzRJTWGODBmr9nnnzDMsRXU+/Se3U1jRdF8b8N3XPc4+Z4frnRV+fecVPPQbt2D1NTuvjliY3mH9izNMPzgk8U2iar71trsZMlEvbPdXXmVz/J5LLHdrNC/VMQe5XbI5hLAmSH3wNzXVyyG9GYfN1yYIQ9O4z6FyLWTjDo/BdRFOIWau3qKf2Kyt1hEDg+KigdPStA+DdzR/jm8cP8OlYJzPfO5m3G1B70TMvpkdbhlZ4m3VZ3g0OMD7nn85WWow1WhTdwOKVj5JfGlpP/KpnKWXFnTeDsrKGWy6HlOr9TlU3+H7xx/k+Wia//i5N+JuS6Ijw6+SpDouZAJSidGXTD2o8NeGdA4V6E/lOERa0CRlxeSh7Zzb/74KxYeusvy3DzH7pmskyiBILNoDj/hSGaufTxBGCEaSn90LGwnug8+jguBryrG/NqW3zIXOIXB3coaTNYCxJxVOK8U7v5m/ZqxC5lmkrkdSAm1p6oWAtlHGXmmSXlui8KygaNss//gt3HbbBR578hDzH81LVosLBTaExjIyuqlDP3EYJA6ia1E+30akisSvE9UkwYQmqSrGHhFU3/8EcmGOtTdOoA2wWzGyF5KUSrx26vwL93Df+mHC06PYPUUUWpwbTqLPFpn98Cbdkw1W60UYhffOnqNqBDy9fB2zH2uy/JY6wSGbVEt2ggK9oYM+X8TvC/xXbvPjBz/Hv7v0WuLnR5FJfhbXQqDNHCWu+UP+XvUsCRmRVjw3nOHalRj3zAobLz9A5aYd5sotbqys4MuYKauVr2YlRVyVpLHBk+05orLJIXuDQWbnK/NAgRZYMsPb0sgHnsHRGoeciaiPzpMVbaKalWMoxZwCPOIPCGYthn2HqOe+QAMVOhf7DCYcggnJvuldALreJFrkg1xu20RC44ylCKHxKiFD6VBaFlSe3SUYH2Wm0mHa7+T8eaEwwpyZdnz/Kr+0/w+wAEsIumqVRiUHCm8cWWHWbbKTlGjGBbJMYA/BDDTuZY0yYfNlGn+mTxRaNHdKLFsp7VGf1ahG6ZrE31BwV5f/69Af8sedW/jM0lFMQ1H1hizvVnF3DHj6LF7tRoYNG/2nMijJcoGPEWr0YIAxhE7kMlno8tqxc5zpT/LI+ePYbahdiHFX+3ROVGleJ1CWhWdb8LXl+p8bL+6ZXeXbImXkQE1vThOPKeTAwr9pDnMA5eUUGSu6C4L40JBSKaRgxZiVmNbLpjBvmGD3OpOoobDm8u2sOTZk+XVljBhqT2syp8bO6xPuaVzgE+snuHZtDKlh6S11tAHhRIa2E8yWibNtAAp5eD/hTJmwkV+qtnLbKbsjeXhngflikzsqVzg5ssZ9N41hhAZHpzY57q9y341NLssxkppifKpN3QtYT6qsxHVkAsi8TDjjt4mUyTC1sI2M7LYhApgvN3luOEN34OKnGmsA/laCNgSbt1qEkym3lncIdMJ2JriYjDLMLFbutXFPHsA42eEVE5dJtMFaVGXc7lJ3+9zkL3Lmjkk2BmVuqW4z7+2yz9nBEhkFIyYuCzJbMjbW4e7GZX57do6x648g0rzcqUourevKJEXI3ByIdLfguU8fISlq1FSI6aQYL2thmBmOkWEITbPv0255kCqCU5OYQ2jsKITWxBVyau7A4uyjC6TFjGPHVpANzXptnrJjUbuYsZzMc24ho37ngJ2oiN0Br6m41qzz4OQ+CjLCFxGhtnjL1BmuDht87NGbcbYN5PUd3jh/Np/EBprUFazfo6CQ4hRiDKkQSx5jz8PWdeOcnphDCs3w9gHdocV3T15g3Bhy2N1gsVEnTC0GqY1tp2zdXKI4cQvBqCT1Iapr9HSI58bU3CGumbJ5W5XixA0MpjXJwKPZK3BqeYY0NHGS3Fps4w4bZJ3MyVWRmSu/4WaUL+6ZXedbZm3kiLI+GPC/Xv8gm0mZU61plltVBp8q429DuBDxnhNPM0gd2onHSLXP9o0e2pT8yBs/xd+uPMfvdI/x6e3r2DfaIrinz9riCEd/qY/sBly+s8wN7hK/P7yVwmWL4bhi5rVLVJwhBTMmykwefewI3rX82oKFCoNxk2g0RaQCZUpEmmF3YHFzBM9MODC6iVuOOX/DOFFm8LrGWa53VviHRz7HhX0ThMpikOamBRtRhWbs74GNAmVr9nk79DOX3cjHNVL+l8kvcMjs8/vdk3y5tZ+o71BMwR4o/PNbaNsifv0ohw+vcX1phUBr1rIyTwYLRMpi7s4VUiV52+Sz3Olf5MHgMA839+PJmDGjT91occ/8n2AJyWKq2c4KuCLBFRllc0hcBukLbm2s8qbSad43exfdIxWMRGOEmrgkaR8mZ53J/LhXPy0Y+/IOvaN1Vt5gUZgI+fkTf8TL3TaRVsRacyUt8mw4yweWb82bHm4myCQ/B8RlzfGpDU6d3cfUgxndWZMbX77CUW+Nn68voGyD8ukdyvd3ab3uAIs31mlHHk5b4+4krO/4PNw9SMGMqJsDZuwm31t9ki85szx///VUPnuWSz95lOLBCL2X7FFF8K0ve5ybi4v88dZNXG3XKV6D+odOY4bX8/ydExwqbfO/nvwiJWPIbe4io4bJUWeNTsVnNapyuj2Na6Vsn0zoHTAwwry8mo4k3DS7gmvkWE6sDNq3uDSPOWglGA4cRNOmuJgnclLMPewLx1vcPL7C6Z0pdtYqpJ78hotjXtRkV45msJDiL5q4Tc2g7fBUdw6AohXhOwmplXcAsTZt/uTS9YyW+xyrbeCaKQiQieB3r97KY/V5SmbEkdIm3dRjMyyxXSnSO1jG6hdI05Qv9o7R2iwzuq7JbEmUmcRf+VI5pz6zBWFNEFVkLnYwNFpAd59N6k3kq1pocHFzlH+ZvJV24NG7WAUt+Kx/DBrwya3jnF8Zp1gKuXVimYIZUTZDpFBkHmS+TWZDSYa0kgJXWyNYZkZzrEho9Plyaz9PXpjHXbZxWxlo6N0wQepJlJ8xSGw+uXGCL+4coZc47PQLxIlJ2HZBw4eyG3mmMvPC51g2QxyRIYFQK3pa8butO/nS1gHuGL3G99W/jCXz95EJXOiM8Xn/GMJU9Gbzs/pXmG1mAOYwL8PJFPzdNLdnApAaAQyUQ09l7GQWXe0QKIcJs0PRjmgJUJZgOOrkirjRhCm/wylT5XXmluIPz91Ewb+OwrrGGMRo14KpBklB0I48EpU778ZlB+kNWRuWWetX2GmVKBWHPDVzgdWwmts7H5tDZHDf+hHUhovTysgswWeWjvJceSrHSfo2o0MQroNMNBd2xhgkDqomqJhDnhnMMUgdlgdV1rtl0kwSRxZaCzA0qpiiHInIBGSCU0szuF7M8fENpND0Nko4W0ZeRarGqEJGf68rorZyivIwsjjTnGBnvYK3lLfGIvnGIvIvarJPFdv8wJ338zsrr6FyOSYpODzkHqBYHfKKmSuEmcWS10AZMPqURj9dYPVlBV716gtsu0VWAasrsN5fZ21QZfM7Q3779l9jORnhycE8Es2zr1jACCyyAP7w3E1UnrVoPLaNTEdo3eyhtKAf2cRpfutpIees6/EoZ02lOcNq53byh6kyRN/EvGwTXfapdDOmzq2jLZOzeoGtE0X6D4xx6NMdtm+vsvmdbfYXIxacbRLb4FMVTVy3yUqKKavF88EU3ctVtAHPz04zYXR46vQB9n1cYQ2GmO2QYK7E0ls1bn2ALxXtwGP39AQjz2VktsAsCqwMRto5cNafnuCJygTx8YB3HXuGSbtNSSpcIVhJTVazCu9/8OXM3Kf5wzeO8kNv/hKOSPPa9xCuXR7nN3tFLDslvG2AkBrLyhi0PRoPWvjbGd5GTg3+SmgJWArTyFhLajwvh5yPpliJaxzz1rjNXWTa77BjCVLfYOcGQTKecMPBZW4vXeEz/lGsPjjNCPc3XbSw8a9sw26L9NgcnQMuwYRgs1ei4MTU79wAwEhMLjcbJE/UOPjxDuFEiY+/7GVkrkbOwWC6gEyg+aUJGosa/9Iu7obHjllho1jFMcABvGYKtQpGqEjOlLlYLTI8bFF2Qs4/Mk/lUs4vKIaauCBgIrfj1vtDCsUQa0+6u3OlzshDLsGER/jmXVwjYeQJg9HHWqzfW6d3G1THehw/nl//5rBEkFisLY7QvFykfhXqzwdYrSFqGH5D8+9FTfahtrkcjIImL6PEIFsW/UzwlDPDIMp9w8JaTrIQewKXR3fn2Q0KuYvKHqFEpBAPbJ4J97GVlFmPKnTiPaBICkRokGQCGWu0vYfCbxUJig7lUu7+Mih5RKlF5iuMvVXKsBJUZqCGBjIUGJFARgK7DU4nw+rG6H6AcGzMgaDd9zAEJDWXpCDwzRjPSHBlgqEVaUExrJtoJyFQDpEyETq//ifacwTKxt4xsFshQmuUYxIXJX6jx0y1w1a/yDCy0IYm8XJKb+bsUToFeTvjXt6YIdx2eWp8lmW3RistYImMnaTIblLAaRpYvQgZWSRaEmlzb9XOt+fGHqEGwDAUlpEhTEXmQlKQyBEX0zX3tPRprgmPJYOhw6OdBa45Iy80cXAbCbe5i1StgLAhyFxJWlHYxZgwMzkTTJP1LWQcgsrLoNoQZDUfw5AEkw79WZH71QtNnBlEiZn3X9sLLUH5FtrIPd1EJvb46XtCKDMHhLNaAeWYGAkQ6BeESeYgQyiNEancuceSSKHxzTgfZ45EKP0CxVU5eYVEK0GaGiglkTLf4aRefj0rnUo+jjLQTl4aVrFBpgV1Ozf37CYuqZLIQkqaSOKyQVy1UbaBLfYjwwi9tvk1o/J/VryopTd/fFYf/I4ff6E5gDkAq68x4rxemxQlG3dpzEaI58UU3YiNc2OMPg7DhmT48j62nTFcKmH2xAt1YmVrlKeQkcTdlLkCbu93Vj9/D3ug8TcjBpMO5R9e5h0Tz3A5HGMnLvLkxgzB5QpZLeWuo5doxx5rH5infjZCRhkyychck6RkYUQKZ7OPNiVr99YYzOa7grFGl+lih7vrl3Liitkl0Sb/5vLrWVscoT7V4d6pS1zuj3Lq8ixiYOCv7vVDuxTjXW0RT1doH3DozcO73/olDrqb/Mq1u9ncrVAohNQLwQuin2DgYp33sLtQWtmjoJZNorKBTDXWMHeV/Qpjy4jzjjFrr4ZfeeOv8t/W72Xr/9yP1Uu59nc17zh6ivvXD7K9Vv3qA9NAmieYUUlw3Jj4cpnKeUgLguFYziG3O7mkU1l7Ovhbe/zyrb/NcjLCb6++jH7sIPccP5ZXR7A2LcqXYPzza8QzdS6918SrD4mvlnBaguRkn/ccfZrtuMj59jibnRL2l0s4Lc3OLYrafIte3yPpOMihzO2hBjB6KsRqDll6cw15e5t+08dZtZBxXis3htA4HWCvtnJTkzCEsRH6R2p050zu+J6neVPtWT7TPsHF7iiLW3XUqkdWVEzs20VrweZKDTkwkFE+uSQ1hT/ZJ+i6FE87mIEmKe2xKq281BdPx7zpxBkkmovdUWJlcHtjkWPeGn+ydQOnFmdAgGWnRE2PI/9tgH76L9cj9a9N6c0INZWrKe0DJnE5Pw/afYXdy3CXOySNIto2Ga31mCx0GXP7bDBG5eIAmRXQbsJIIWCx6pIYJu6mgburSYqSaCSXkxrxntx173aVBWFDYEYa+9ImIhlFCs2U1cKVCQPX4czuBHFfknmSshUSKyNvfLDVhyRFpBk0yoRjTo6su2Yu1ok05kAivYTXTF7IedfoHKhTDkpLRr0BnVGPgp2wGlYZpDaGk5GFksKqprgWY+8EiDhBGYK4LEhKinGrS93o5/eQCiZKPV49dp6dpMjysMayW2Wr4GLE+XVYrRBjYODuGBiDGLGaa7ZpVFGuTTTuE5cNSOFyPM72sLgnKFJYdsa008I28nM8SiBSgTY1Vi3CdlL2j+wy47f5dHCMaCtvXWUG+YAvrinMYY56Z7ag33FpZkUskfLKxiU6mcfZ7gTNoY9smxSXwGsptGWSlE1Gp9scH9ngwfgAQ8fh6PgOby0/w+loluVBDa3B3dX4WymtwERrQcGPUF5Mr+vBrps7wLYj5E4HLWtMlHtsCk0vLSKHBnJD7oFqGbofQJqi0xQZJZiBwog0jkypG32OF1apmgFKC65GJo4fM+73CTOTrWQEcyDyUmAMSRVmqm2uJiN4OzbWQLE7bhA1MqyuxOoJksCkm7hIoejGDloLDrsbvMG/wna9xPqgjGumzBZbnPEmyAo+3whc/sUl1YzM6hNv+jFSN7ftCUcE4ZjaM/HPbZGsbu6CknuFgbsjKK0oBhOS9N4OvhOzc7WO1Za4uwK7rRnMCLITfdLEwLzqYoSCzM8NE7PxiLHRLtvnGxz4gyGZa3LtWyzs6QE3TK1yorTGrz3yCuY/pIlqJjsnBZmbXwuAclTuP+enVCoBnZUKh3+1j7Hdpv3yGfpTBqmftztC54M/czXpvhDPj/GdGNdM2eoUiZoeOBnV+oBB4FC+z6e8lOBsDpDNHvH+UZpHXcK6ILo+wLZTwo0CxkDiH2nztvnnUFoQKJtTzWnaH5mmuJpRvNpD7nQIjk/SPGbjbynqD61CmhEvjJEWTKxughHEBLMl2gfMvGzUUGSeojbTYazYp+EOqNsDntqZZe38GLqQ8s6bnmLe3eW+naMsdys0N8vY6xZmIHCbmswRdK7LWW9q18bsS5JqhjcW0CgNeNv0aVpJgT/4zF2Ur4C3k6sIm8ccOneFjNT6vHvfU7gi5ReeeTVy0UXND7l5bpmaHXDQ32I5rPPRJ27C3jVyuy9DY/Ulduerqjy9V95UJkTTMbWxHv3AIWm7mF2D6tmcwNI8IUhGUsa/aFD7kzPoI/tYe2WZqKbRhwYU/Yhe3yMNTfzKkJlqh8XdGsbTpbzhhsjfM/Xz5yyTnN+vzNwfQLmKwkyPkULA1oNTTD8wpD/l0DyeexaWFvN88759g587+BH+7lPfTflPiigr9y4wA83kp9ZIry7+pXLsr83KriUkXu5AasSa/qykfqhJ1RtypLzFpV6D9Y/uo7T8VRVQ4kmG9dwWSGgIExM5lPmqEuWaa2XBwuguvdhhc9PJ3V0rOS3x8MwW75p6iv+SvJJopIxMNMVFSdQpcdlrsN/fwWya+Kev4pWLiGyE4Yhk8KoBxyfXmSu0mHOaNMwuc1aT/1B9HSENVKuN3ZvC7kmKawq7m/uqG8OUpGixdatHVHVRB3tMjPZY2ahRuGYS1Q0Kky2kVCjTz3cge662ItUYUS7nVOd9MlPjRrnTyTC0iJSJJTIaVh9TKrwdRWEpd41VnS6pP0N/TqGlpGaZCCAtWiRFibsZIFY2KaxsUnhEENy2H/VjOxyrbXBqZ5qlZo3jC+u8t/4wqb6HdTWGNjRvqz7DCbvHfTtHabcLkEoyT2NEInezqcDBQ+vcM3qRj62cYHOjihgYZOdKLI97GNMaKTSVizD24DZkGSJTxC+b5tfv/HWmjT49ZbGa5TY8RihImw6nzSn2j+7ynpHHOORs8uyBKdbrZbhaxF+XuDua0kpMXDbpzhvEJVDH+0zWunRDJ+8nn+YghMjA7eRe/SM3bPNTBz/NT228l9qHFVnBIphSKFcjV316WSF3CY4gPJZxcmGVpWaNiccirG5M90CBqCxI/Rywc3cFjdMR/Smb1psDZkY6HKluMmIN+Eg6hXX6GrXtUWRawww1xdPrIARn72mwMV8hvVpk5BPnEbZNNjWCSBVqp/kNyb8XdWX3xmf1oe/8cYprGXY7pXXEoXtIQSPijoVrpFry5LU5VNeidNmksKboz0r6BxJQIm/EEEH5KjidHIkWWjOsGQxmBElRI+cHFLyIohPjmQkFK6JoRTy3PcngVB0jFrm7iAWNk1u8auIin1y6juC5GjLJJxDIOfnKhvlbV/h7c1/gsf5+vrBxiI2VOgt/oLHaEcuvLzGcjyHNyzAiElg9iRGBu5MDNd0DkIymWLsm3obIm0zUdN5GyFdoqXE3TewWLzRFVFY+WSlHI6oxrhdz+/QSb6qf5nQwxxc2DrG5W6Fyv4vXVEQluQekCdJiPllUL6YIrRmM5Y435cUUd71Pf3+Z5tHc/SVuZOBmTE+2mCh0kSJPzCC16UbuC89NacFOr0AUWqjQQAwNzJ6kuJxLYPuzmsxTOLsGdjdnrNldTeeg5Lve/XmKRsgvfuxNVC7mrZHjqiYtZTiNHN1PUwMBFAshrp2wsVbDWbVIDw751Tt+iwzBv19+PaudCnFqkGUSebrE9P1DenM5JddyU9ItD3MoSOopVjnCdRPq/pC13QqlL+RNMPpv7fGmhef58Nkb8J71kEl+9FMmxFXInFy3rx1FabTPidENlno11i6PYgwk7lZ+/o/qeb3c7AvcZl4/HxyKkU6G6lnISGIOBGY/3+5bvZxhGFUFyoFwLEUUU+oPOIx+4DlkpUx8YCx3q31+8S/dGuqvz8pu5B+KTDT2bkjlqsQcmvTmXZpTPvuKTX721o9jiYyfke/C3TUYzGV89x2P8IWNQ6S/N55ziK/sQqePHh8hafj4ywPGPtumf+M0R191kfeMPEaiTWJt8Me7t/Doyj48J+bIK6/Six2uXRtDRBLHyMiQ/MTRz3LnjYt8NjjM//XUG9CbDlMParyNkCszDa47uMn7uncz+Nw49b4mGNWkcxb1uzf4uwv3M2L0qRv9F0qA928exPivDQqXuridCsGomRsVao27C+NPxAxHLY782PP8xMRn+Ej3Rp5oz3G52WC4WkYLjfAzTDfh2448wytL55k120wZmjPDGTbOjmEOBFFdEI4YpDf2uX5qjScvzFM5ZaMl7J4w863t3hMWmUnmlFh7heBn3/yHfGLnei79zmGM2MD5rpRvHXua/3zlXrbOjVI92OSXT/wO9w+O8qu//8Zcd3BcIyZChKXQWpAqQdjIO7vOfTrG3g2+ukMJIkS3j0znCTKbw+46jZNbbM+Uedd1T/MPGw/x7ee+i/SXJrC7OWMyrliUfmKT3zjwh9zZ/hHGH5NsSA/5MkVJxBStiIoX8qbJM7y8cJHvG34/8jMpSdHl+25+GFcm/N77XsfIsxEbdzjExxOmyl1+aOZBvlA7xuefvwWrB8Ouy0Ob+3nt4XPcdetFfv7MGxj/jzYo2LrFI6qDMx5wbHyDILVZ6tU4VN3ml97ye6ylFX7kU99H6fJXdwxxTRHOZKAEsmdibFlMP5LhL/W48P1F/sW7389vrN7FtfvmScqaH3zTZznirvOTH3ov0x/TeEut3P1YCOKShcg0pvmNScsXNdllmgMtVi9DRglWL8WzBXHJZHG3TnPoc6EzRqYk7pqJ3cuwdw0e2DzIbreAMS2IizYVo4HTKiFShdXOyze64JEUJKN2n6oc8sneSS4Hozy2Oke0VGRYSxgv5rZUIjAwB4KVnSowz1a5RLvsc7o/g0oFWJrOgkEw5gMhv9u+nSu7I5h7wF9SyLdxJSMj0QYZAgPNWlLj/s2DrG/UmBYC7VnY3SzvUDomGUwJ3F0oX82wu5JnNqf5oHcrn1s/wvpGDWEozHpIlklUYJLEDh9fPM7DhQXeOfUM31M+y0ZUxl/Lwaa0kO8C4sDiSmsEkpzC+ZWdhZZ5h5rMzlfUqGqi/JTPt46y1K0R1XOMod+q8AfWrQSRja7HjBYGGOhcJTYAp5d71HleTD/yMLrGni2zyvvSVUxk7GBEGSLJ8qQ3TWQG53rjWDJjutihaMe4MuGZqMowsaAgyGyLuChIygJPSb4cjuK4Cc2jBVJf8R9XX0uqDE5dmYHQ4FShwxF3HR0ZyDhEKKibA0bNLr39GVo4RA2FBILE5mw4xZX+CHYHnLZmuGWxqatcc0JuKi5R8iJah8ugIBzVpAUN0V4tf6/j7SCy+UX5KnqJi4jz3ZkZ5JyPaASiqkKaCrOWkaUGO4GHM1NB2wnv37id5XaVtKDJCopMS9qZjzUQ2K0YEcVgmrkF2leaUXyD4kVNdqufMfZIGzEIEVGCPRhir0isboP1Yok+JawLGU4rZa7fRwYxRlSmszuJmtBMv2YFx0g5e34Ge7vA5JdTvPvPIGYm6R8boTsvOeGtUJcxv/X87ZjPFSmsaiYWY5rXObQmPKLEpLCSn/miHZ8t32etMMn9xete+LC1lzHztmXmi00+d+kIv//JV2L2c/VZ5giS8p6KSgsuDCcIHQts+NjG9QR/MsFoT6MNxXDCo3Cphbu+xeA7rmP27ty1ZOKhBLMd0vp8nfc3Xkn9rObwxQHLry3xmnc9zrXBCGcfWcBpCSqfKGHuuvyHH341337v85zenWL6cx0wBCuvKZP5GveaQ3TBwS5qhhMKf0Uy9uVcgLJ11wjBWA74nZhe5/m1CR7/9AlSTyNO5mi/cabEtQdL9G8b8i0nTjPv7hBqk/W4gret8LZilGtypLHFk1sLlC/lhh/GDR2SxKAVFHHrHsWNFGc3QpgS4ZgIpXn63DyXxxr83cMP8DLvCr/fvoOfu/Q2tndL2AclSVFx8OYlJv0uF9uj/MyZtzNbbXP4Oy/w6SvHWP6VQ7itjCPred354R84xNjtPcymiewMkEmFcavNne4q/+YNv89aUuOTW8e5tNlgu1vkg8Ob6K2X2P9chL0zwO5VCGsWF5Ipniy2mK802Xh3SqoklhbEqUHrSp3krIfQYGvIYp8nO7Xc0WhSEJc1o89oKmdabN9RJz2YMTXS4Ufmv8istUv4MotQW/zYY9/B4u8cRDUEyaEIrxRxMRjj3GAcf11jXdvMTSuKBbSb78jEN9C05kUG6ATKMZHayftUK52vymbuwCJS8LYT7M1e/jvI5ZVZDs6VrAjfjMFSaCtvcCBsC+3ljiTKgueGM2RI0tjEBGSWl1tQ4FsJWgt0kAM2CIlMcnhVWeKFWTWTknGvx2F/g09nx/B3xJ4cViPFnmNsAp2hy0pYJVImncynOfRzeaqdE1GEBrtVwA7KaCnoxzYAScVFJl8lsViBwtjpYoYlPCPBN2O0mfudyyRvVqAGPhcTjyCyKVsSbeRuKSL9ikQ3F6toIyd6iDBGG5LUEyQljefFuWuK0BghgCCK8+OFvwuFTUU3kxzyNqkaAV3lEiuTzMkZcNiKkhXlzykj99czvjoyhd57vpaB9kyU5RJWDXI2C3Qyn62sSDMuMIhsdCZRRu7btq/YZJ/bZKlfQ6m8C64jc0WcUPkXWT4eRCLoJS7K0cQzdZKi4FI4QVUGDJSNFIp+7JD0HBJDE1smRt9AJgkiyXDaCUKZWG2DS90GWgsSJcmUJEpMksx4Ybx9pZmnGWi8XYUyYTieG1jKRCM6fWRax7ZTqu6QQ/YmU0bMtjJpKxeVCexeXnfPzWgEm8MSSuf8h2y6geyFiG4fZZskfj5m3JkxzKKP3m2Rdbtft/x7UZM9GpFcfK+Pu5mTSWSSl0MGU4LibTt0+i7pKQcnjNG+i7JNOvstBncPQGhOX5tGD03K50zcXU3qSfr3HmFYz/3BRQYf/5VX8DEDvHs63PP25/nkc8cJaz7doyn/aO5+Hu/v55H1EcpPrmEfGGM4ZjEcF0xdv8naboXiIz5aSJ6cnGGYWcg1l9LKV72bZKqoXsw7gWyqOg9OlhCxREaCrJZy+J1LlOyQKa+DFJrPXjtCsDWJvwSFX21QH5Fc+TYwKopXHHiWSafDH6d3463lNlSP7exDCk3pYJton8niPh8ZFsFO+aGnvpcwsOl/p40xFBTWcjAuque92bQEs59PAvFUlbhqo1/d4h1z57h//SBffP4IxJJsQmE3JXMfMLC6KWaniUgVa28o8+bCWRbTMl8eHKKf2uy8LGV3aDA/u86Y08MuR4QNi9TXDAKHpG8zey6lcK1PPOIRjVi0DpoMTkRUai1+YOEZEm3wy8/cjdh8DXIm4OD4Dt2uh9MWCGVwrTeCI1NeP36W4lTIf7twN1fvnydqZIx97waJkixeaWAMJcW5DoPM5oZbLpPebEC7yq9/8tX89vA1yChnx3nbmpmWyqsqM3kjjnDUJnPKuGs9nEsBQk2xszuN3c2biJhSoEYMhAfBcYW4tcNgs4C/ZCKUyBcTI7ej1oZGaI2OYhIfXj5zjaPFdUoyYS2z+Z4nfoD0chErhs6BnGBjbNrElsXZlouwFSNv2EG+s8+1z82z8DsR0XiBrTtAlVNa75JAmZEPTFD4w0e/bvn3P0x2IcQs8FvAODnl4pe11r8ghKgDHwDmgWvAe7TWfy6EaDkJYwd22XRrxG0zT/ZIEE6m3DaywZJdJ3PGQQi0ZaBck7giODixTSv02LzcwOpKnJbGbWVEFUlYNYirgriqsFuS0WcCUJrt12R8x8gjnJ6cYmdpAqsacdzeYM2pYQ4y1OY21miFtGCgDYP58i67fR+7kzus7vRddkt5GcbqZzlSbuUEFnczQAuBN19B2WbO1+9D1zX4lslTHLC32G/l5RNfxjxZnWN5bY7K05uIG8fRMx2ua2zybY3HmTC6vH/k5aSl3H10p1+g4MRMlnN0fLcwJIwtOq0C0VIRXcwoLXTo91zEkovTzZsRZvZXVyPIS25RRXLD+Cpvqz7N/esHMZpmzjYsZNCUFM5soja2EMUCwvNAVSjtKa+2khKxyhtLpqlkxM3pnqaZkbm5mCNLDEQocXZj5E4HUXVzwVFdc938GvuLO9xduMBqWkNsOlQuCJplB38697AzhmDYuea7GRe4tXiVw/YmcXwvpUVNUpB81+xj2CLlV7mbZt+n7g9JleSO2jW+pXSK/+C9hic+XsPfzvKW10pjdRLMfoxMi8QVE5FC6gikZ0CcoNodvLUKFaeIu5NgP3sNTBP70BRxzaZ1PczXm5wNbJRtku21uf6Kr6GW+S5GGHmrr3GnS90YECiTjaxMcq1I4znNYEISNvKuOWaQC7yyOC/Z3XF8kR9sPMC3zv0o2ndJigZiLGSq3uW1k+cpGiG/P/p6Cv+TCf3n5vL/qPQmhJgEJrXWTwkhSsCTwDuA7wOaWut/LYT4aaCmtf6pP+9v1Y+N6te/71spmDGWzEiUwTCzaMcey+0qg4GLc8bD7rDXZkfTOaI5cuMSUWay1qqQxCZZ13qBGuvuavpzUDjZpD9wcZ8oYEQQ3tPjztmrPHDlIOYFn3As5frjS6x2y9i/V6d8eYA2cqfP5jGf5g0KZ8dg4tEYbQoW3yZozLTpnhqheg56c4LkeEDWdJj7hMLuJGzf5BOM5zVnmUAwpbjxpsuk2uDM8iSqb+FsGVhd8UIroZxrnc/2w3FN5uXJJ70Uth2KS5LhmOZl955hxm3z5e39bPcKxBfLVC5Df0bg3dik0/aZ+6CBuxawfVuZwQxEoxn+2IDhepHxLwu0hK3bNaIeo5s2VleSlBWyESEXPQ79yjoMQ5a+Zz/9AylGX2IMBfFUwr3Hz3O1O0LzU1O4u5rBtCCuaMxBPrEpK8ctZCwoX1PYfYURaowoo3XYoXV9znMo1IZIqRj0XVQisf0E343pXKsy/kiePL3Z3BTDONJjf2OXfuzQi+wXXGTOR1P8wifejLcpSG7v8Yp9VzhWWOdW/wr/57W3EP/rScx+wrW3+WSzIbpjY/Rym2uZ5LqG8ccDZJSyc2OJ4ZigsKopLcfYzSHi2io06qy+bZLhmM4nREtjjoYcnNimHztstEq5BXjfQiQCZ9vAaefWauFYtkcIy3UU/qbGGny1c6/ae96Qg9TKgOYNGmemT5ZJskyilUAlMnfE6RoYQ8Hs5yKMLz71P5XQX1PpTWu9Dqzv/X9PCHEWmAbeDty797LfBL4I/LnJbomM/YUd3lN9nJP2V+u4v9Ed459f+hbE0CBYSAikRgQGMpTQyAvfnpkwU28DUJjJV4bTp+ZxdyVpQXP31BV2oiIP9w8ihhKZGDy+MUvatTE1WF2DZ8/NIiJJrSzoLRQorIZYuwPKiyZg4/QUztYQ5VvIwGUQ2igD4rJguD/m3976R3xk90YuPHIdxp7JoszEHj8/X1Uv7IwR9BxG73PwNxPsTogMYnZurbFze4a/ZLLvQ1uIbh9dr5CWXS7/iOTXXv6b/PBj72XiA5r24QL11wec9Jd53NhHmhq4u4LahSGZ4+UusErgrQ4QV1awj17HMJHIUsI9c5f5krFAVK5iDaB+SqANNzeq8CDRAsdJiGw3n+xKBQqv2uK/Hv0gP/DbP8rCzz9D+x0n6R12aAYeE48GmBdWqS1MENdd4rJBVM7xDd3OmY/BuGQwIamfT3HXhxRXTTLbRFkGmWMTFTRjt2xxor7BqZ0pdnZL2G2J004wYkVhDTJHshmXOTPjcdfxi/zjw58AQCF4IthP9QJUL4VcPuJStQKkULQzn92gwOhiG7SmdGLI/3HkU5weznJ5MMrprUmG56vYbYG12oQ0o3WiyA03X+Ls5w5RPx0i+kN0psB16B5JqU116J+pU7oiCScV//fCH9JRDo8P93MtHOFPzp8k7dhEB0IyJ0UvFhh7RODtZnhPXIE4Ib7lIMNRG3c3wd4JyHybuJo7DDvNCLTGSIoMF8sUX7vNgzf+Hh/oTfJPH/hW7C2T8ccz/NUAubz1de30+j91ZhdCzAM3AY8C43sTAcAG+Tb/z/o3Pwz8MIBRq/F7D95JdJfJ99cf4mLS4Hw0ycPN/YjIQBuaqdldKk7IuTOzeJuCrONxaWXfnvZaoCxNNpfLDHUho3NEYM8MmHd38YyEp6shkWPheTGOmRG2DWrnFcGopFMWyETgbyvc7Zhw1KG74BE2BMGkxupJMquUN+5blGRbZdw0T2Q0LCd1mlEh7+OloTev8A92CAKHrG+BEgQrRUQq6O4X9KdtGs9J/MV4j3OebwGzmo8oe2y8rMRwTDM9tsFqWqNeGbB+5xipD5+8dB2fdw7RXyljdnOmdOuQy3AUfC2QpqJ3sIRbPUjngGS4P6Lgx1zuNrCMjOYtKbJvUL4ssXq5r56yQTuKffUWZ7suqughsowgFlxLRon3Rex8+w25tPTqHHLbxui1IU1RnklcNnJxUZDz4HMjTiisqxfUc8OZIp0Fk86xFKEERiDRhmanVeKxyM657D0LZWtahy20CWEjX02zYoKwM843x/gX+i1sDkssbdVJBxaFumD7pItV6jPIHB5p7+ejw5PsXq0xFq1DFBN+eT8/sfHtOJWQanFIb61E43wOrG6+ZhptgtWFU08eoLqp83saqRPeOk7iCbxlwWC3TuZr2icyjNjk+8++l+Ar163BLcR4kxG9zSKsO7jNvHF7MGrSfs+RF9R2ygBjxsEInZzwVMoxKm/LQmTQn8tVfUYm+dc7N3DfxhGKFy2MMO8HsHN9mekvmsjNrf+5jP5z4i+c7EKIIvAh4Me01l0h/pTcUGsthPgzzwNa618GfhmgYjT0sX+7xodKN3Pg9i0+vHEj569MQiwxB5K0kvJD81/iNneRtz3/Y9TPpzjNGGutlXeFCSOoFFl5+yT9eZviTI/jRzc4UtzkDv8Sq2mNM6OTtEMPy8iQQhNvCKqfeh7/xgP0DtjIWFC80EasrLP93uN0b4koVgOur++w1q+wNTqCs2sw+5kB1tUNunfO0zySw+aXgnHWeyVKgwyhNftuXONXD/0enxgc4/7mYZ5anKNyv0vqC+SrmowV+2x15/AX2UPORT64R12ismTu267wd6a/yJVonLPDKa4fWWf1bQFXtkfw7y/htBXVgUImKbvHLHZvzhB+hqMkhpWxc1IiYxfntiavn7nEs60prmw2mBzp8FP3fJBL4QS/u/UaChuK1JNkrkAWEt4y/izdyCWp1zCClGAgeWYwxxuPn6F/xOaRawtUHirgbSvkVgsVxyRFk+GIwOlo3GZGMGoS1TVGIKg+10Ysb9J/5SFahyx6xxLefvPTbIRlnri2jywwMdZchrGHneaOrHFZMbg9pFHr8XOHPsWo0eXnl9/M+Y0xdhdr9J5sUFzWHP78OlmtwMX3lnBne8xWejRjnyeu7cN5zmN0VaN7fVSny75fDMBz2fqWA2ze6lJ93mTsk1cIj00T/GSb2VKbi+8/wr5PDFCOQVKyaB2xka/dpdv3mP59G3c75MIP2nzvbQ/zW4+/HONXG9RCxeggI2xYRN/X5w0zZ3n/5bsYe0KhjFx92Z0TvOPbvsRRb43fXn05K80qjhPj2wlFO2La79CKPU4tzaBCg9pYj4VSj6VWjd94+G78JZPZL3SJ6y7qJ3Z41/TTvK/1Fsa+9DVk938Xf6FkF0JY5In+u1rrP9r78aYQYlJrvb53rv8fT0GGgS54aCVopkVcI8WtRIR9G7oGIs0JBz1lIyoxnXkPu27g1WyMOO9BnnkWSTFfoZQSbA+LeEbCOXuKQDmMun1smdIMC3QjJz8nhxFGmGIEDiKD4VwJu+ISV0HaGVkm2QxK9EMHbeXn6HDMQaZjKCOXyYqByVZUZBjZlMjNIFuBx7PxGP3MpWKFuF5MUvLIHLDJLYq0BG2bufzT1CRFReuwSepCJTV5OphnI6rQTjwcmbK/uMswtVidLpKU8klQJjmpxdkxSIqSvumiYgM3y5sZFJyYeXeHDa/MhlPCkIrNpEor9Ul9TViTOYhZ1ggJ54MJ4swgXLAxQ4usq/jM0lEmSj1mCm3SxMBtKsxIMTw5i5aCzrxFOALK3BMImeDs5sINFAjfYzhiEEwpCiMBY1aPrbCEatmYg7020CbIgcDu5g5BppMghOZz7eNIoTi7OoHadHF3cx6E21Zo0yDzLHQ1YabawZCKILWRRkZc0QyUwLn7IFY/w2qHiFQhE7C3TIxQo8ZqZJ5kc6tCN3CRPvT2+cRFQVoQDKY184WAODVJXQdlSoyOyQNbByGRBGMSpy1wt0IcQ7C6UuUz4igiyR2OlJl/JpmrebI5x2ahjCUzJqpdKnZI2R5SNGPq1gApNIaZoQxJf+CymJgEbQ+zayBTiKsOSdFgc7fCZ51jRDVIX3MLznqP7OzFr7mRxF8EoBPkZ/Km1vrH/tTP/w2w+6cAurrW+n//8/5WoTGrD3/bP6D3qoBXLFzmcGGTY+4qH9y+ncfvO4Y24PCd17ixusIws0i0QaoNosxkaVDj0uUJyATFiT4VL2R9uwI7DqqcUh/rMloY8M7Jp3FFzH+69Gp2VitMfNGg8gdPIA8tsHFPg6gmCA7GOKUIlcmc+tmxcbYNlA1JJcuBlb2VuHZGUjsfsXPSJb23w2DXZ/ZjOUK//DobsTBgvtHklvoS53rjnF6eQWUCaWhUJig/7lK9lNA8ZtE/GVGt93n7vmcJlM0Hn7oVc9sirWYYpYTDU5v8wPSXsERKoBwGyuHUYJaNsMxznz7Cvo+2CWaLbJ/M52h3V6NNwcJ7LvJv9v0x9wWH+dzuMTqRx0avRJIaDDsupAKrElEqhPQDl7jrIN2UuYkmg9gm+eQo1UsJa68wqd20TfOZUQ7+5jbD+SrZj+/yyvFLnO5Msx0U2Notw5ZDcVEy/aktRBSTjlVIqg5X3y34zlsfpWH1mbJa/MbqnXT/2yzWQLF6r4SpkNKXfcYf7rB1exn7bdu0+x7eF0v4Ozl5x+xFiCRDRClZzac/69GfNrjh25/jzfVn+djuDVxojVJyIkbcATU74ERhjWZa4DdPvQxjw6F6DqoXQ4JJh86CxAxg5EwEAq68y+DwkTVmCm0W/B16mct6WOZyp0H3vgm8LY2R5LqGnRsFC7cvc+HiFEd+ZYDRGpCMV0gLJhsvd4iPftW5RzVtRp7KJzXv2zf4wX0PUjZCfBERaIfdtMjlcIw/vnQDYcvFv2rhbeX6i6+YeSaFnDNRuZpLbjfeGfMPbvoc/+7Tb+HwPz79FzK0+PMAur+IbPYu4L3Aq4UQz+x9vRn418DrhBAXgdfuff/nhpb5jUlDIYWmYfa43t5i0u3krisaBolNO/EpmhHz7i7H/HXuqFzhWGUDo5gg/JSyF1J1h6jYwGlKzF2L1m6JtW6ZSFkYQhOn+U5BGyBrNbRjYUS56MHwUqrFIY6bYJjZnuPLXpvmLL8QqxZhTwT5CtSPsfqaQdtDDoycPGIKrI4g2fBphR6+EVOzh5RLAY6XkA1M6Fi5nn7EyF1OYolpKF5beo67ihcgljgtgQwkKpF0I5e1pEZPecxauxx11ph22tTsIGdXJRlGpLCC3Kc9b6Sh6SUu21luuVWz8wHRbfkMmx6o3DfNtjNKTkyWGljbJqpnMe73/n/U/XeQZNl53g3+zrn+ps/K8lVd1dXezPR4i8EAA28JEKAnaCDRiKKkj6Ts6lPscrUMffpCEkVRJLUURUoiKZAACRDeDQbAYLzrmZ72tqrLu/SZ19+zf5zCQLuxJEFyY0KbEfNHR/R0ZWXe95j3fZ7fw1Sxi4wVzm6I3RE0OwXMoQApyG3JrfU13lV+hWPlDcb9Pq4Xk7u5fnLaXVSvT1awiKomRiGhZg3IECwnddqhhxnlGPFeM1Mond3XGmBEIPYiuUqrKaXrfazmEBmmyL4WmogkI/G1ySdXkm7uEWYmWS50HJZQTDhdPlw6xw9Vn2ffRJN0NNZ9hd0BIldEdUVSBKsbYTVDsBTzpV3uKC/x1uI5bvWXKZsRrplqso0Ldi+nuBIiMri1too7EpBUXHLfxeyGONv6+6hX+xQKoX6GQDd4OzmD2CJUNvGeaqqbuVwLx7gZ1HUQRypw2orCps6bl7rfrANRXIW7m1K8OcS0Ut5XvEBeTV7zHfxNXt9NN/4J/nzF7l8pbN0c5tQuxew+kvK++mkmzA6WgIbV1w4sBQUrJlGS33/lXqwlh7SgyCsp5rbF9JMZuSnY/IEih+e3sbYsxl5IyDxJVLKJ6g6/NniEQiFkMHBRfsrO7Rbd+UM6U6ytcHcV1Y/bKDFC/10595+4irMvpWDEnN6dZvfZCYQycCd6zFbbXCuVyG2D0s0Y+4s6JSQpCJKCSe1yxsgFxXKpwsnDmtfeSVwu745SeM7Ea+asvCPh4AcWefnVBca/adA63mD1UA1X6IUrrhowFjEz2mZ5scHvfuY9ZB70DqQgoXRZwznVfrjwSyXMHYvyNa0FSD3dA1h9bJafsP8eHOvxo0ef55WdaerP2NhdvUspAc0TFZbmXPwrDhPPREQ1k9PNI2SeQhyE7kIRfwNGPuMRVRQ3fmCUpKDYvHGYp9bnsc0MIRTDzQLlKyZ2WxEfmyG3JTu32ERVhVj2+E8bb8MMtNsrtyF+o1YqmgOBcb6A28xQjoXIoTPwyAYWMtE4rpvvK5MsBBROjzDx7JC0YGIkCn8Dzn7sOK+4x+kfiRmfarP8yiTR85OcOXwU5/tSZuxdhFDYfkJmOyjLIC5I0tGEdExxeaK4d7wXfPNLt/HMrfP85CEDS2QcK6wR5SYrzjS5oQEcmau9845MuW92kad/dp54WMDcsDUv4ciAmVKb01fnqD9jEVcEWx8aYDspwZU6v/rCBwgnUrzRIdFKkcaLuoS8SY1SL62k+Ct9cqtEMKonOU5zD4hRNFCGS3bd5EP+Rymed15LUfqbvF5flHSS4m4OMWXOUXsbC0UOODJBeCkogSly0tzAXHVonMmJqpKgYeNvKgrPLSJ8j5X3N7BlitUT+IttlG3iFR3CUZtgzKVXtlFehrQzmAxJpxThjovVkzgdRemFVVQQIN94mHl/l6PeGne6y/xn+RCPDieQCThWyozf5rKrmXZ2J8Zd65GVXZrHC+QmlJYjrK0+YlBn1OgysBxGnAGCUUrLCd5KD++HLf7lvs/w/qWfo3IlJaqV6GUetpkhLR1C6PkxE4Uu6+0JJr+6QV722BqUUaZg7IU+5sou3Z+a48O3vcjnrp1EXizqO15Zz6kr13PcZsrNcoHiiZAoMancTHG3hshA7wpBo05U00dH98IqTr1CVNZhGb0TMYVagFirUDvTYvfOOv0jAwypiJoeceZj1kMKfoQx0KktMlGEIzo4YjihyMqppqRugd1TuDsx3TkbTg6wrZT4dA13W2EOc5ASFK/tcihFbkmyQ0P+1smn+Z3um4gvWlrCrMAa5FQvhYgs50a9CFPgbUqqX7mANTzE2XdOQUmfHCwr0/0RS5+m7EKM78ZUpkOGicXgiVHKSzkbYyVW99VoWH32O1vU7YGGaMo9EMaehNsQOYf8LY4e26CZFvhK7Si9gctso82IM4RQUrsc0T7o8PDBi8y6Tf7bi29j7OWE9oJFf1+J2iUY+dxFhO+x++Z9xEWB1UsR/QAjLqCksfd7ahlubglSIbE7gt3rNRpbSo8H/4av1xcl7Vr095cIoiGf693Cn62eYvnaqPaC75Fhzrw6D4CVQ/uQgTkEf0P3FbbedwBlQPGc4MlLt1O7qneJqOHRm9VGgsplUKakNy9JqgYiFIhQ4PUFMlWEVcHiR+bIbXB24dMffwMfryvy8QhjzWHmZW03XNo/wuOhA0rQm3PJbEHqlV4zy4hMEY7YZE4FZSmWkxE+sXEXlx47oCWs1ZykVCW9LPme6OdQHZub7/YIpxJ20hKXwwmcV32q13JazQrPzxTw+oLObaMEI5LOgyHSUJiDAlVTokzFld4YcWRqT3xJ0DseYxdjNo7YEElEMeZ3r9zP8GqFsZa2nG68cYSoJkh9hREKhpOCtQ8uEFcgOBJh+zHztS4FK+bC/hLb99TpLsB0o41SgpU9wcfJ6TWOlzc4W53i6oEGWSZJEgMpcyaqGqaxuTaF28rpLBhsvEuhwhT3XIk0gsKOwgwUUdUgLtcYTAk8PyKUORv3FZGphWn1eK41j7Nt4G4N6BwqsvFmbR+tvezjdBTOrqD10iheBL03HaZ12OB2t0fJCJkvNilZEZfeILl0zMcsByw0mrRCj5tXxjF7kvK2fh/esskni7dRrQx4aOo6V3ujOC2B29QLp9XRcE5LZLzUmeX0CwdBwLHblrh133kqZoAvY75RPUQ44iBy+Pwrt2D4KaKi2LrDwt1WTDyTawXm3CS5KfG2U6yBweZdLtE7J3B2tQjHiBROO0VkOg0oNwVJRTKy0CJYbiAMiUr+ZvX3+sY/2YL+tEEcmXxj9zA7T0xy7I83CedrrD+g5aLFmwozUrSOwPBAjH/Vpn4hYTBp0Xw4ROWC+T+UuC/dgJEaWc0nHLHoLoDdE0x+a4AxiMisOgMpcZpCgyT2GpHBqOCW917k1tIqf/JbjzD+B2cR+6YY7K9gtwPM01cQvk/p6CH6SQkL6M9IDVyYjFChQfG6iREIgpokKklwYpaTOmeWpjn6R1ugFJtvGiOuSKqXFc4LNpt3SfY/vEjZDtmKS5xtTzF6JsF/9jp2Zz+dXYvMhdYRg2Aq5WdvewJfxvzHG+/GDF1yA1Z7FfLQIHM0uefuIze4u7qIK1KkyPnda/czOD1CZRWM3T55xad1Z8rBhQ2u3hjHXrcIJzI4NXgNGVUxAnaSEv3MYWm+RlOVkRMht9TWCDKbXmST55K3NC7y7sIFqAHzkCDo5RahMllORlhO6vyOOYm7k7D2Rvjsw7/Bf9h6hLOP3kphLSIuW+SOYDBuEI4IgsmMSTei6oWEdwVkuSDNDK7uNnB2wdhokZwq8RP3PkmiDD4WPoi3rjP9alczBuMGW3dI4qmYMatHxRhwuLBJ6Fn84MRzzFs7XEvGODOc5emt/ZQvGXjbWukn45ziisSIPDqTDq+4ETv9gpZhNzPs3QDZ7mOEZSSKy7uj7P90TOoZLLxhh18eO83NNGA1K9Ko9QhrHiKD6ks2mWvTO5pgLQTIL5Yof/UCTIwyODyCyBXe2oDcNlj9gMXP3/kNfv3JtzByDux2jHVDu+DyRo2s7JBUJO+YucAfN96gT0N/w9frDq/IHDBvuJxf30+hC4MjIwQjhs4azwVGovHGTkuiTAuZwXDcYjguGKlrS2Z7oUEtmydoWEQVQVISKEOR2dDf5yEzl+7BHGdfn/6OT1wxsNuCymKGyCXPvnqQF8v7cAuC/luPY4Q5Vj8lLZgM3nsLuaUTSitXxF700Z67bMdCGdBfSBGJYOS0pLCZ0tq2eaU7q4U2J0YAzdfLPIW/qbHFTsvg6oaORX42XED0DaY8SA/NkPoGZqg/m8xVCCV4bOsIhszJLRiOS7Li3p1NfEejHWcmw8whElqL2et7eLv6WNy5fYy4KBBWTCd095x9YPYkabfESrnA58UtVJ0Aey/NJAxsRKanE1++dgzbThkpDCk7IQY527lDVcbUJTwVjvIbNx8hR/BA4zpFIySeidm82wWZ8fNXfpCl9REmgaSoBTmpK+jNA/MD1MBi65VxMi+nMteh5EZY2o7H8lSZ/u3TDCcFUW7STT3MvsDqsSeA0o+tNQC1bfGxa3fi2QlhYpJlEq37AtdOqHoh7cAlnNDGqcp1hdfPdaBiqk+USgkKTsz2ScVgxqJxpkTxuk7CmbJbjBSGDMcr5BYMUoerScS3gsOcH06x3SpRZY/V0MrJbMGgbxB5FmZVEN9xkNQ3iCq6WFO/RGYLpBlxM6qDpehPWThFg4IaRyb/k5MwFbQTXyOy/3/wen2L3dSkmn2PhljnbtJ580FW3iwB/cEbgbZ7Ou2USg6FdUEwKmgdh2Q84kMz53FEyu++8X46R1xoRNRrA4adAmLVJSkqtu/UM8/3P/gCH6k/xWODYzy5e5BXLswx+XSM0QupndOz28X3KtK37LD71Djzn+zSvL3G/N+5TK4E6//2IKWnbtB82wK7t+rOe2kRBjOCD735SUpGyJ+++Fa8569RmTnCM9P7QQlW3rY3yjQTnf55xcDZCajcMGgbBdxdReOlLgjBzu0lOgsFnF2F28mJywZJSUEquPGcjhDJSjnd4zlWaa9lK/WipgzFILXZjMskuUGuBNmGR/1SQm/GZON9EY6XYMQmu60i5JAVckpXDSae7hGNuGzdOcVqWZGNR9heQtqxsWNwF00KTxcYjgtmPrjGG6pXsETG+WiaW5wV9psGn23eTvd3ZlAGfP0jJu+cPM+HT73E4KTDF1+4Ff7tGPsExBXBcMwiHNEJrwv3LvFbB/6Y977wM8z96ybJVIXlv2txaGSbWa9FzRrypdtNbtYaOPUe3dTjaq9BYRWK6ynLb4cTx5c5d2GW0WcNCqsgzpa1VZc9K/SNAGtxk969+7jxZokqptRONolTk2inTHEpwQwtZKwX8SSXzJTa/NQ7nsAQOb/ifYjJrEjSSLnFWeGukZt87ug0KNiNCnyufwufWLqD7eUa9ra+bxuxorSkDVLDiQJDw2EwnbM4qR2KdufbgioN+XTtlGe35jDdlOYpjfkajhYwh4rKYoQMM4xAsjioY4QC8v8/u7MroSmsiW9iex7K0HJLZeoHEaXtmTLKMIcCkUsCJUn9HMPJ6KcOobQwzYzIy3HdlIId08wL2F3dzEkL+oQAYIkcX8aU7QDhpUQ1Gwcwd/rIIEFmHsa3hX9JihHD5rCEKXMSX6BG6zq2uKUJot92PBkixxIZSUHASE1TTROJtHKsQkyWCZKBjYh00IDI1GvecyUgLWkoZmZpXX1c0Z7x1NfuqNdeQvu3QaewBrEFgYHdAZkKVppV0lxSsGJsmSIjgRFmiMxEGgrLzDAMLT4ahgYi0x3ycMwjLsnXEkhVKkkTE5EKyPfw2yOCqKaYdDuMmj220xKdzKdteQxVXy8u9p5DrlPkBW8fU16XcbuLyATO5oCsbNOdN8lcPdY0B7DaqfBUOEc41E1UJQXRrsc5Y4J+3aHh9nXmupshpWIjLNEOtVQ1N4Rm5vltLlXGCcZ8jACcDshUYYYKGSvM9pCs2cLuTGEOHFJh0PddciUwC4JgymPYkMQV/bzYRoZvxoyaXWyRkVYyhqMGyIQXw3mWgxq5qZ+rtX6Z0+Y+hpENe/l3MtU/XyQZQn4n4OTbwRXKgqihLciZn4OhSBJDTyOS7wiOkqK+q/dmHGSmSCspvhnrDeDgPGanT7a+gUr/elv969uNt3PyfQGrb/Kwb9uHGUL5qmI4BdW7dmj3PcRTHtbuYE9TbMI+E6MRYVoZX7l5FKUE8VB/0Elsst0rYN50mfn6UAMiZh3CquTJgwtMOy2Wwzr9xKFW77P89hrOjs++L2WYWx38VcFaeZT6ukIEEeWLbdq/N0lUFvRvga37Kow9C3Of3KJ/rM7WHQZxLePxrYM4RkrnSEZcGSca0aturTLgw3OnWQ7rfOGp2/E2JdYwQwlBZmkjSq8BzXslpILSZXBaitaDEW87eoGvvHqC6S8YhFVJ86EYw85wX/XxthWDKZfBhEnpqsnk17ZQrsVWp8p2vcTigYTyaB+rJzDCFLtvkW279EcE7zhygf3eNv/57IPINYv+gZTiI7t7eC4XkUpEaGlJaygxYkF4MOLH73ycGbvJCXsNKRTX41GuDscAyNQyk26Hx98RkHZt/NMlroUlzt7b560HLmP2JMZWi3hkkuGb+1hWRumPylRfbdJfqvJvpn+AgguLH/CwBjD3mQQjdlk7Mc+1UUVaUqhSStBzeGm4DxUYlF3BcFRSqnc5Vlhn6kSH3cMFLnQmuHZ2GrstqV/Isbqp1lRMjJEChTWBkgbGOZ/cFHSOZgzu0xDPshsxY0fMl3YpGhGXokkMFLP7t1krVSEw+D8efR8yElip3pg6LzV4wWiQz4UsLGxyI5zE6YLVS7X3wUA3cRUUVgSVpZSdkyZ3vPs8cW7w/OX9iL4BXZckE5h7mwBSJ8JmXk7pXdvMl5u8vbDNtN0ivtfklco+/MU68/81JV3f+GvV3+vLoJM5BT+iO2aQFUycLYNCX+92DX9ArgS55aMM4zURgTLB9WKUEgz7DiqTqFjnseWJJBYWdl9gbnXBNLBGLFJH0Om73AhG2YkKDBIHQyrkSEycO2QFC8OxkanCGOgEGUwDkWT4G/ro2zql8McGKFFGLa9hzVTIbANlKa06MwyoJgxNBabSwQpCUTMHNM0CRqRjiUDHFOXWnqjIUdRGe8SpSbZUwQgElcqQd9Ve5euFQ1gDh6QgsX09MorwMUOFGQiMgYHdVbC1i7At/O0yIpMMJw3ixEQqyB0t+pGxIIsNCkbEuNnBNHNywCzHvGf6HFtxiSfX9zNUDqlUILRqTMYgzJw3F88zKiMMAaES5EoSZBbrcUXTYDKHRq3HNiWctoHbUnS7Du1YE1tVrCOnR8oDXDMloIwYhvirAUbg0J236B3MyHcNvLU+crdLoT6DEgaBBaqWoxIJfRMjEnufn8Dci1watzocdDeRQnGtNkqibJ1HYEsy30IkPrklEZnGc2vSjKB9i2K83qXuDRl1+jhGSsHQzsrlsE6UmzhmSqU8oNmr4q9oyXPq6y653dOnlP60oGRFKEtp/oIhUI6h039zffKyhgqnlSAyk31ek0QZvGjvQxkGItXRYgAIhQK9w1uKW0fWuK90lUSZJMpg3OtSn+rQHtTBtv7a9fe6oqQbxxrqPf/t/awPy/RjB8vIcAx9VKnZAdtRkVfP7cNuGchE45+C+Zi7j95gtV9h4/yYfuiHApntZXk5isKyYPz5HnHFZuM+Rx97XvsNeS1uGAAlNEJJQFZJkX6KueRSO6+tmvF9Pe237vjkgcnENwzq37xJdGiCnVtdhlOKux66yEJhh3biM8hsnlraj7pR2PPga/Z5aUmPUzoLkmgk34Nu6PeTWzpkwLqzxaGRbeLcJM0lN1s1hmtFVCHl7kOLVKyQ861x2gOP+FqZ0nUobmSUXlxDFT22728Qjgj6hxLKY32GQ4e0b72W6oIA7Bxh5NhegmOnHBrZ5l2Ns3x66zZWPrYfM4Dm20OOz6xz9SsL7Ptyl/58ge1Tkng048P3PM9Rb52b8QitxOfzF05SfMnT1BYPPR/u69+7P6vIGjGlsw5Tj3WIRz027rWJy3q06XgJ4baHvWuQ1HNK012620Xm/gzsVszmvQUGUwp7f48HZ2/wzRsHqH1Bf67to5CUtUdeOhn5wMLoS7JCTm26gyEVu80iamji3zTx1xXDCS2NNpoW+76aYLUj+nM+UUXSelPIP7nzy+RKECqLFzrzvPyZ4/jrimBMo7z8dSgvprQPWtTev4pnJlx8dRanaWjYpp/p5ykTyEDgbWkQqNXTE6XM1lCR1BdENYirOXfccZUpr8NjNw8z2PYRbobtJSQrBaa/qRey7dtNolqOORQYgX5eyfUIeuzTl8l2dv/cGvtfBiXtGglHCxs07D5BZnNX6QYPede5ltT4cucWABYObzCIbdp9jyiwmBjrsL+wSyfysPoaEGDvWTZTT5C5egVNCxZx1SSYThGFlMJZl8JariOJXLn3oUNSVNRu2WGq2KUdeQxim53ApDu0COYSfvX2T+GKhF84/f3E2w4oUL6LSHOcliKuCKa9NncVbuCKBEnOK1tTRJ0iTktRuaE92iJXZI7B5pjJ7IkNbl4ap7gssQKF084Yjpm84QOX+Cdj3+Kfr72db14/SMGPOHpimbIdcqy4QckIua10k1xJ/t32OyhsCaxuhvIc8oKzR7nV1yPbzJib3mChuMPV3ijnrk8jhgbuio1MILkj5b6pRWbdFlVjSDv0GHu2i+wHtN9Z4sH6NRbDBdSL5ygvNSguTdA5WODZ/fNYY7pD7BkJ5pLLzKdWyGolukdKJJ7Q4Y2O7jcYazZGoIMuleA1e/GDbzrHPx7/Gv9y/R1849ohSn7EdKVDFJuE1QJgE9UU2UjCwdEd3ll7lWfX91G5MkQZgp07XcxGSLbu4bRsnF298HXmTWqHAvYVW2Qjgjg3edbZT246hFMpB+c3uWaNYgQKc6tDdbuLMg1aJ8c4bG8QKouttEQ79pj65gD5wgWSh26hO2dT2Ejxr7foz4zy4emXGDW7/LPV7yUNXMyBQLYtwsmU/UfW6UUO28UaZtdg7PmcwkpI56BPMCZwmjD5dEJ3zuSONy/zwbJ2BL4cT1MtBUwUe5zd9im9soEaBMh0nrBm4O6m2J2YpKTlyG4rRUXxX7v+Xt87OzDMbT557jaMZZdvHjtA89Az9DKXfuYQZBZRahIlJvF6AW9T0lpy+FNvDDMAfw1Ak2nSgsJfE/jritSDzbtdkiKIQohpZQSjisySOB1w2hpaaUaKxBfsigbb1SpuPaRSCCg2BoQFG5kLfuHxH9Tv1cqhEdObczHiUeKiJBwRxJWcmjlEkvPVzgmWgxpFJya+u0N7vYjILZyuonR9gNmJqJ+psNWcwvQUzVMKIxB4G/pY/2fnT/GtjQOUnIijU5uYIsM2MsLU4msbR0hyyTCySTOJt2xihAn9aZu1N4yTWwqkDptQCgahTVqQ+r0JDf8QqSA8HGI5KeVCyNXuKE+uLDDYeiNGX1J4WJJbFSbq64S5Re9Igv3R+15bkABWz4/zsbU61fqAqh8gE0E6ViG3DaxBTmYb9A8lFEcHFKwU20zZ3F+mt+Di7ErGXooxYsmTa/v5A+dOHj1znPrzJpnrs1iuga3YuncPOkoGoWSjX+L0cI6SG7HySE0fwzeAjQLmQBN/gjFB+1aFUQq0xDo3sGSGLVNGx7rsWkVq5SEzhTadEZetO0bx5qawhlr9Z4SCX1l8j47TSizafR/eVsC+7y5Sb8/7b5hYwxKZI3i5t4+qNSSPDSTsud0UwkupOUMNqkx0k3jnNsnOrb72W+w1oHNL+ykMkeOKnLeOXGDWa/G5qycZPDGKr+Dm9+npRlxWey5JA2W6WnSWQmHVZvoVD3q9v1b9va7FDtBJPSpPukx+eY3lD07z2eIteGZC2Q5Jc0mUmoSxRWFZMnI+weomWM0huWMRjXmEdZPuG0NOzaxyvnOI4mrM7kkHdX8H30yxMoM8F0RTIUFDIi86VK5lOK0I4+oqwvMww2mCEZPm7R710oATYxucLK3xR1fvZOJ3HGScceXHHGb3b7McNshcS5NQLUVWT2lYPQyR8/j6QXZWK9xydJl/cuCLfGziPp7rHSPdkFTOJoiNbcY6A5TncPN9DY6/8TJbwxJLN0Yx+gaVp1wYuqy+p88/uuWrbCYVVqIa16MRlq+PYvYMrI7ADPcAEcOM/m0WP/LhxxhmNn/06l3QsSATRIFFlksaVg9TZJg9SW7CI0cu8VDlEh/fuJsrm6MYZ4oc+VKH3oESvR9ucai+w4zfJspN7j9xlc2FEtdvjDP6pIkRK8aeh9y0aR63aY8X8GMIxz1EqrD6KVFZcuexG/zYxFNUjSFlEbGaVbgSTfB7V+7HedREDiJWr9X5U3mK0SdN6h97Cem5iFKJ7l3T3P7PX+KtlXP801e+l/hGiWanwMuFGWpuQO1tN1hs1in9SYnSYkDmmWSOpHXC4F+9+RO0M5+nOgcIMwtHpthGyl1jyzAGBSOiZg4xRc5jdxXp9iycbRNrAMYQlp6dee2InJQV973jAoeKWzy6foSNnQpKuth9h9SFV3cncc0UYj0vzx2FshSOnzDm9uknDjLSR+7xuza4u7HE566ehEsFbYG1tR1WihxXwA+XruOUl/nki3dy4Lcv0n3TIRb+4QUOF7Y4051mmNq8dfQCD/hXeDmc4/HWYZ68dICZT/t/7dp73YvdQK/iytVGjcUbY0gvpVwOEEIxCBzSxECVFZ15C7dt4DuG5rbZkswW1MpDLd10DiJyHQA5WurjmQmdyCVOTeJINzKC8Zytuyy8LZNGPvWd9xGCt2KyEYwxXLC5r3odx0rIXB+R5ngrJivpGO6Ogd2C3NFH5nTvy7bIqHoBrZJPlJo8NzhAN3FJ6ilKmHSPV3GmigzHTKKyZDCfUrFCYsdkrRKR2Bb9ORsZCarFgFBZDHObbuLSDHycbR1kkdtaA5+bkmDEJS0oPn79di0eaes44swVCEOx0SvxGU5xs1nTs1lPUTAjRsw+o26fdb9Et1QgGvW1wKXlc5UGvplQ9CJm/RbTXpuV3SpKmLrRlOhY5rSSMzHRZmdzjMwRZCVJt2ISjAru8TrYIuOJ/hGWwjqjdp8Zu8lstc3yA/sxgyLKyen2fEZDpRNQfF9fj5TiyfX9bIRlwtUihS3BwHNYL5WIU5Ng6JD1LFxPEEy4hFVJ6guUnfLl1kkyJWjHugCkUMhMEecGaW7gmzGBbbMelFEdzeCz+toxmPqQlnLMvsTb0qmsV1qjhJnOgfcLEaGtryJCwTC2yJVAuBkpgKlHaNXikP3etm5MpgJzIFheHWG37xMPLUQ1RxmSXmYQ1+B0Zx++jHlb4SKHLRerFJMvTBMXJdc6DZpRgcVmnTg2OFLaJPckrbTA6qACoUFedDGqFfL+4K88gnvdi10KRVyGcLpMaSWlsCEIRly6Cx65o8gcTS5NDwaI2wI2tkq4Nx3MQCOC47LgLZNX+dn60/xh9X5EmpN68KaxK/hGxNXhGK3Y55WBC6nFLXfe4O/NPMrvbT7Ei+PHsTs6SdTp5dS/PMTY6XL9I9OUDoeMF/tsTY9Q2BTMPtpHhqkGJ9iSsG7TnzRIXS1gqRpD7q4vUXOG3GiP8Aev3oPnx5w6cpMwM7m+T+vH33fsZT5QfYlr8RjXwjE8I8ae0V/SxC1dinud4PW4ympYZaVfZWe7zNQrOeYwZ/VhE/YFNOpdFio7fOvsEWZ+XT/czWMGcRmGpQzHSegtVVBLNewcUBBJQc0csmA2uaN0E1umfCuy2eyXkSmUzzikrsO1N8ZMe23eWLrIvc4u1/oNVvKDGLHCHGSIgsHswja/eviP+bHhTxJfKNPfJ5h+kw7SeKB0lVgZ/M7LD1J60aV7W8Qv3vMoH554EffnnmEjrfCbZx4mX/OwuxkohSj4BHNVbRf+YoPLRoOZmynObshO4NM0qti7BqPn9Xy6OyfoHpRksyFjI13EVoUnHztJWtQKPN+J6UoXIRQ7/QLB0MF2EiqFgO1mmcp5A7et7bYig8GUZPzgDpuXRxk9E5Fbkg3Z4JWROsX5jg7EWC+i9ubmva5H6seMNHrY5neK7L7RRb639Aq5krzcP4a/rqifNzCiAhv3GVRu39FcgcgiTQ2ePnuQp40D5PdLDteWuG12hbPvPKInNS+Ps5OCtyWwUnjMO8zdxRs8355j8eo47qZJNFHEtmaQ19f+ynlwr2uxJ8qgGRfIHIhqJmaoMIIMM5LIVON9JAKVCrLIIHJMHZqY6ztS0BAkJTBlTifXXuHc1tB+Q+TkSrIdFmlFvt75ckiVJFQWqdrTFv/PmpUkgyBEJtDLXbJcC00yR5B5pg5pSHMIU0zPRKaaWNrLXYa5oz9AkdMPHNh2CBpQnNBBFs3ykDST7HOajBt9rjHGSljFEIqGM8CT8WuBDFejcTaiCmuDCqs7VeiZJAV9iskdhWnkKCDMLEQosbd7ICUysfVYwVL4TkJgqO8kisi9aGORYYscRyZYIse1E3olhdUXeJsK09bhBRUjYDst8wKKlV5VfzehLo7ckrhmwqyZMFHpsTlRIarnlKwQS2ZcjcbJlD5pOB0FkYEjE3wZUZYhobJwvZie7xBVDQrTU+TVEkrqO64Z6tDD1JOoUYfcAhnqAI/82/jmvf/KpYCjtS3afZ88cxC5wDRyLJkTZQZpZjDoeIi2ReCZpKkk65vIVJ9QEn+P/+4rfCsBqZBRhoxznKYNStKre2x5JWQs9RgzBboWQSIxjFzLmJV+kPqZw0bmsx5XsAZgD/TpAqHv/WOFPklmMHBseqFDb9eBXLAS11hPz2HLTLPoAoHT3Asg2ZvXB6HN6eEcN9p1rJbOWhCpJgOh/uqKute12Nuhx7duHCAZTdm8x8BpCrwtg6gmCCZThBK464bexV+1cboGY6HCHAQ0j7nM/ehVDpW2udZv8Pd3fwCzYzCYkuSO4kx3mq1hibUXJrF6AkZy8HMuPj/PP/zGR3F2YfJSDLkiqlsknqBztIw4VCIpKx7bOcriTp0iENYlq++SlBoB9merjH/+OpY7gVAmMhG82Jmjk/qc706yHRTILxeZfj5j95hHd5+Lb8bYRoZSgj+8cRd/yF20dksYmzb5VMgv3vkoB+wt6kYfA8Uz/QO8uDPD9tkxZr+W0puWqB/YYbzYZXt1krjp0jpbJNoYZ6qVowyDrGDpRcmFxliXR6Yv86w9z1JhBCIDo2eQlTIqe8P+VlpgIyxhmxn5VEi64jLyao/cMhDfH/LB8mm+9/mfwX+0iL+dU7qwC1mu9Qd1nygzkcC/2P85XvrIPC905nj68gIEBlbXQMZQ6AoSX8/yH/Su8a3hQf7pcx9GJZJ7j1/j5MJp/sfoXeyenKOwKhh9eYgSFsMJg6ieM3Fyi9sby3zl+lHMS0Xiak7rPUPS2MS76OJtChp3DvjJsW8x5vT4qnOEshtxa32VVBl8ffEQYcul+rJF49WA4YRNd76IbeggjWBckJ7os3+0SRUNwEBC5pkYw5TR0xov3lt06NYmqSRammz1FJOPCzLbpH2oynY5RxkaFfaVzQpPVBYI1oosnA4xBwmL7yuSLIScmL3JO0bP0c9cdpIiS8M6z+8UEKHBN9cPshWV2AxK+PNdhjfKjL0YkzmSpfcLalMd4tUKn/7s/bg7gvHlDLuT4l7eQA2G5IPgL6y1/2+v11cumwmSno3wM1Q5IcLFDHXMsPAzVCoQmYE5VPibCd5yV7eac4U85PKe0Ve5xV3mn+1+iMX1EcwYEl+v/t3YpTX08DZ1bnhaFGRFcHcFles6P91d7ZHbJuGILpTEgtyQ5KZio18iCfSMOrMEB/dv8taxi/x+422oLH/NNUcOrdBn0yzTjjz6oYPdFvgrQwZjJXqxgyk07NKQOa12kWxg6cjmdUHPsxkx+kwYXXyZkuyJVfqhg9MU+Bc3Sf1JHpq6xH3Fq/yznQ8Shi7elqJ2MUTkCmVJMtfQ8c62omDH1M0BU4UOvYZNf+iSpB76PA+hMhjmNsPUxpQ5fjEisBxke4A0DEwzZc40CXc95p7rIgchtLraVln0EZkiygxCpThl93nQvcJviJznmkewW1KjnCL2orAFhplRlxmJMrFWbWQiqN825M3F81yeHuPZbJ4gKcJetFPqKbJSxvfOvMxPV89zuTvGzTMlklrOrdNr7IYFts9Na0ouimmjz2F3g6WROgUjZsLu0sk8bbkdGvg7OfaNLUTaIPV8Uk+fCtOC4ujkFu8dO8PL/X1c6oyhpCKzJUYA5u4AsoySrGL3LJKCJC4KZKjw1yOUqa+cItfPjDIgDyRBYOBuGVjNDiLNies+J2fXubN6kwP2FrtZkUxJmmYBDP0cNbs+59QEhsypeCEDo4y9PSD3bcyy5NTYGo9fr1G8CW4rw18PkP0YFQSoOEb9NWAWr6+CzswpjfW5bXyVA/4OT0we4NrYKIaVM1IeEsQW8ZYFCJbeZ2DUfdKBhdExyIoZ/2P1HpLsfraenaCyrokxwTikYzGnaqtM+x2+fqeHigwOL6xzpLLJlyrHaVkF3G2BOfBJSiab94IaibBuOrg7YLcFrXMNvJagtJyQuZLr6w2eNhdI7uhzcWYBZ9ugvKgwA41TkiJnu1dg2PQp5RA1POy+Yuvr06xUFWO3bjJfaXKqsYpnJHz65duonbOIRiRLcQOAZ/oHaMY+hlDcN7XEC/flXK5Nk9uKP7l4O580ThE1PU2AOqpoH3EwIq01SH2FPNqj6MSsvjzJH35pit7RhHtPXONsMolz3SC3DP5g8h7ONaZZGVbpxw4zpTZvm9zgq95Rdt4wgcjhgLnLUpryrjvP8PX/yyHEmXHmP5ajbIvm7XXCuqS3I/npa9/PHbVl3li8yKfXTjHxlMLqxwzH9CixfDPF2Qm4Nlvi1TtqABhHekSBxVcuH+Mr4ihZaEIscRX09nsoAf6GwBpYfP7ASYpGyNX1MaqbisyVhJlFN3SoXM8oLQ5Zqe3jrTf+NyamW7xn+hwbUYU/W76VfuCQtW2MFDbuh/UHZyldl0w+1YM816DSksUFsZ9L82O4TkLRjcDNaB9yMAMTc6jDHAcTkqSkZaxGopNwu/Pea1dAkYE90H6J7sGcO269xvXZEVaCEay+wuyixWG3pLy3/DJf6tzCp5+9Q19N9mpB3SzQygtknkL5GW5TkhUdlBQ4r/h8a/UkeSFj9/6c4iWbwrIimC2x9cE6AHOfbpKfufhXqr/XtdhNI2em0uHDjRd42NtlztnhM9YpciWRIqcZFlj2SggFb77rHP9q+ss8E47yaOcE1/sNzi9OIdoWk2dyCjeHbN9ZZDilKNaGHPPWCB2L6KBJqiQfGX+Ku51dBqnDY91jKGmRLJuEVYPRozvcM7bEZ4PbcdomVh/cJjidHG99QFawYcflZrnK2xYu8cbbL/Ivz70H43IZI9TsM0MowqGN2dLhiFHFwAwU489FDCZtspOSOb/JW0rnOG63eLR2BKcrsfomW3EJgCfXF+j0PO6ZW+Lh+iWOFdZZnalypj3NzadnMAYCq6K5ZM5Mn1sn19gclljdqeK4Ce+ePw/A1z5zP2N/co6bP3OCg/dsc8kYw1vLQcH60ghPRDaWkWFIxYTb5Yeqz+MbEf/56NuRkcAzEjazIr809ij/5+Q3eFvxR1Cfcckdk84BSVzPUW2bi51Zmgs+pdmQpfURjj2niT/xI4eIXIG73id/5QKFBx7geqx19HdN32R1UGXl2Wn8dUFU5TWF43BMImMtZbW7gqXNER73D6O2HdxmTjiiYaNhbNFYDuDMZaaNIwyueaw+MsLBhU1aic/2ShWjb2CmuhrHT27yg7Mv8qtffyfT/32FrN1GKoVXKDAycgudYZHuVII9nWHYOcMpzYGTiS7FcCJDlGNUx8beNbRUdjpAAXLJ24v7UjhdRedYzo9NPMWl2iS/1X4Y2hbupoG7a7K+UKYuY673G4w+Z2ht/QHtyvS29Ak0qmjyr9WD1Ne9hfqllOSmZOPNivuPXuPZzhGE0izDg2+9jmskbL20gHPmr1h/f/MS/u5fcWhy4eo036ocYdp8lt9fuY+Vp6e1fPTbVFc3J/agk7h8dbiPR1vHeXJxP3lmaJKuqTFRAMW1DCMyaIoyNxZG6acOL63NkMQmFStgu3yNHEF1okevV8XqJOSWwLJj5t1dalMdWlT0bMVQiIFJf6aqV+4WDF6t84XlKl8onsC57mJ3EpSEC5dmuFQYx7rh4rQEqQutY99esw1SVyE6Bb6SHOWl4iwVOyBYLGFEGUYAV/pjLMk6rYt13B3JU8kC3TmXohnRcPqMez22TrYZDFzcMx7+JrTCEq+KSYKei7lhE5iKT0W3IqXC9QThXQfJTfji8jE6yxVqOxprYm/b9EQRuxpRLoT/U2PJxW7pB+6xl4/z3Pg+fujAi/yd2mkmC11WTx0ksyHcF2OXYtJ1H6sr2CxUeMw5gtixIc8RBZ/WIUk4lZEUapQO3UvnWMq8vcMrwT6euHIQWjaFlk6kTX3IxmPEuo27C6kHW3dDVk45MrnFuNN9DUUlYy2Umaj0WHrXDO49dzKcVCSVjKmFHWJlsBzU8BctHb91KmCs0WXEG/JybxZlKoJ7DmBEOUpqZ+HOKYE510OsFwieaODlOrwBxWtSZlmLODm9zitXtTTWaQvSpr8XiKEww5zmMUnr7oSD87rJaqA0UHQo8bYVblux8+I43xP+FMMrVWbXE1LfICkL8kpKHNqIVDCcyRk5tMv2egWnbWPEiqAhST2wSvperkZitu4skrmC88/PIxPBwlqXv6rQ/fXd2fuCkWdNHps4xLy7w/Jz0xz8tcswUqN3YoRgRNJ8UI83dsMCH1u/h3PXpym/YpMWNLlGWTlKGggFxXPbFFsdRH6EC3dPsBsWyM+XcIaCr6mjXB0fZdLv8q595/lY826s7T5QpOIMucNbJNlvcHV8jBm3xUF3k2Za5MJwkgvtcXofn6J2IUDGGSLJgQihFFbPZuxJj8w28Jo5Rpiz/oDJ6N2bVN2AheIOa0GFl04fIGgVWIvqbKTQ2FCYgxSrb3J1u0GaGEx/M6dwaZvN1hhn23PYE0Me2X+F48V1/v7kV7kYTfKbX/wwtU+ewXnnLWxSxm/pbDWA6EqBzNYTitWHbYRSDF5qUFtTuEstkJLS4ijB0GK4HzIvIlcSA0Un9SisK4qrMeVFSe4U+cOP3MVP3v0ipyqrnH5wHuyc+w9fp2DGfH35FgqrIBOHy8EU5WWJSlPUSBnr7hY/vHCa507Os9yu8r0zlzll7/L13jHq33LwtzKSgg5XTKoZx+bWudjZR3kxonPA5Ufe+i0+WH6Jy8kYm0kVALsZYgYmtsw4UVnnB77/BarGgDGjR0mGbGRlluMRbrRHGH05AQm3fHCRfznzWX5t+818Y+UgOBmrD9t7nXFF5ue8667TvLN6hn905cfZ95tnYWyEwbFRUleQFCRJQXBgfId/se+zfGT7o5RWDaxehrveR4QJdHoIIVh/9wzfeuTXSBSEeydTERlYfUHleoS71KJ0zSP7iovR72JsdYjnR2EUFiZ2uRFMIlODyaNbfPLE7/M7s3fwezuPYESSaDrGKiRM1HVc877JJutvLpPdLHDwjwcY603ynd3/tYtdZvroszN0WY+rpJWc4d0LpAVJf9LQ4Q+5oB84RKlBR7rItom3mxNIiV2MtfBmvIQR+xTSHLnbRiaKjUGZfqRJKyKHLDDY7hfY7hc4wySyZRHsrxHWDSrAVlZimOu89JIRMm9t08tczuxOsdUu4pY1e85tZ1j9FJEqXfgKnF5GZgmSgiCq6ACITuBSsGKmnTYALzo5mSMBgRKaGTeYcojqAsdKMYyc7mwBJUdIPYE51J5y0OOcl8M5rgTjZJZAjo6Qm2LvqMlrxFjN7mPPgKPJOFkhAyHp3DaKzAC5BzIcGPQHLjeHNV6NJ1gLKuQmpJ5BXJKkriAYOPxe+05ebO/TXnoB3cQlVZLcU4R1iZJgtwxECvm+ccIxl8nyGvvsHR6NjtLeLbLaqGIIgS9jEl8QF6XOmnO0c+/SyjhGIOjNOYQjgiv9MR4zjtHJPPqpHmkmVQeZwCvXZ7hSbnBivM6Y02fWbdIwe6+JkAp2TPugjpF6wN+lJAUTdpeRwhBDKLqWvs5IQ+HZKVVzSI4k9RVqfoqk7hOMGKQumtVXVEwVOvgiJU0M7HaKMiWd41WMWFF+MUZ1+6hUECnd/GznDsPMQVk5mStBCkSWkxVthuMOlm/iZYrUN8j7ktVmBbHneNtqlfiN5j0835xDmYo8B6NlkfVM1nLJILaIEos8kyAUadFClguIKEZKqZt136W45vUt9iijdL3P+kaRl8ZmeeD2S4zf16WfOawHFZqBz3CxQbJYJN4bbVSuCGqvtlGnqtwzf42D/ha/b97DylaB8SdKjDSLmJFi+WYDcnDRM3mzadEPylTPSxovD+nth8XvERiVkNHc5MvNW+gkLsPU5lhhnZN2xBe7dQafnaAyVOw8GGM+3GP7eg1/xcJpKUqrKUaU4S8PNPr4nT7Jgk4NjS5UuLHfYv/sFuNWh2dm5mmXfeLYQKWSIBO0c4FRDrmrsYVnJKx/uKMTSy+PUrhp0K+ZSBTXhw0+fv5Osp5FqS7YfvMMcUmTfIxQwy7ZSwbNLTBDzcMfLIR89NTTDDObm2+tc6NbJ/nyBMXVnMyWhJHPq8EM/z56K+utMk5NI7G7hzJELUJuOvzhx96i8dIVhcoFl9bGMa2MwlQPOa0YXq5SO6fxWctvKxGO5fyTydPc7d7k/3p1jNmvwLPvXYB9cNDdpHssZdAz9CJkKCpnLUa+JNk9Ieh8T58sEzz3zBGeT4+STUT4pQgUNI/aeDs5R391gLJNrp86zIWaYDiVk9cS6o0ed4ytcrK2jveTS1TMgHeV9CX2gcIVpmZbuELP+hNlspFWSJRBlFucDWYo7u9w9Udr5JYi9zKEn3Jybo0Zv81bKucxhCLp2njnluk8MMe+v3eZMLXo/soszpNNjJbFZ/snyZUkQ7AWVfFHhgzxSX2JMg22b/Xo3z9EbblUL1QQGVTOC5RRwnS05bnwRIGvfOYhvZAeylE5TD6V422EtI/4DCY9Ul+RFxVGupd3N3CoXfSxtnqI3RbZbvO7qr/Xd/QmhQZS7FlOG06fU4WbbKYVBqlDL3YwBhKrp8dxmZfvxSrr3TFXgkxJLCMDOycuGaTjVZ29PTBes5h+5weCOQRro40x5WKUE8rFgDgzaMUeALbMCHOLpVSwGlZ1NzXUogjPTmj5GUlZIFNBUpQabwxkjkFSVBSKIf2mjdMS9Bs2w9whzC3STJLnEsPKwdK0GJVqUUYr9AnNhDGvR8MdsCZGsfoKkUg8IyZXRbKOhdnV7PK4rH9/M9C7em6K1yg/MtXR1ih9KmqYPRJDf63dxGWQal6/EUn9dwNDR0APLWxjz/Dh5jhuSpq52B2d9JoWlN4BOzapoSg0hhS9kKHS6LDc0um5uZuzlZS5YjaQkURkuRb6oKXR2Dm5IxDFFMPMEbmFvRuAcjgwukM3ctm4UcAcCNK6oeOLbUVcAqsnEMMIEaU43QIISVKSxJZJz/VYL5XZV2jxlvJ5qnJIogyuJwYZglGzi0WGLTIyxGspO2eGs2xGZaRQpOXstX6NaWUcKW1yyNvElTHb2bcDNjQ77/byMmFu8eXafrx6DZnBhcEkRSOibIY6wSg2EYnGrGFIkiJMjXRYjgwyx9HS473nkj2btRkovO0EJXUUtMj19ymUwu7nZE1JiCAp75FuXH2KS4sWRuhh9Abfdf29rsUeNSRXf8LkkZPneFvtHL92/RG+cPpuzIHAbepZ7VQzA3JWP5TwM7c9wcfnb+fGaAOE4vHHb+FbORSXYKyvPc69hwyyXUVx0XgNB5RbkE+G7BtvcZNxMneKuCRg3aHVsYgnTCp+wNsnL3J/4Qr/YeWt/O5X3gxKoG5TyEjQeNJCdEYpHDQYzmSkniSuGiSlnNHjHYp2jNgcobdRonZBMvZch51Wmd+YehNhYiK/WaXeVmzfkzE612J7rYp/w8IIHVrNArsGdA9o917jJUH9bJfBTJl3Vs7wgrXAi/Gh1xBVuQXFlZzickA45tDZbyJSKC+nmP0Mc5gi44zMKfPvvUeI2i7Fy1rNNnZ+iNEL6SzUiRs6RzxYKWEFYu+UAP6iRbZhko3k9N4QkXVs3HVtGKley5ExbN9WYX2qiL9nlbYGitINgbpp8KevPsInbMhvjfB+YYOfHb2MBNaSGvaqpRFjM30Ojuzw6sH9mEGF7uGMd42dpZ+5/EliEcQW94+vsVDY4RulQ6w6I4SHcnrvKpJnkqSjEFmOKMc4bkrYdbj4whyXp8d4z90vM1A2//j8h2hul7nz0CIfHDvN53du5ekLB7AKCR88+golI+Tj5+9ELGt9RyEEIwC3pRiO2ySHDfZZu/zp7l1cao+BVCx//xxRXfHHN+7Qnvk3KHZOzaIkPPrEKQoLHX7m8BM835qj+mWf4lqCOUhJqz5JWbGv1GI5H6F6LSGqGPQ+3GVhZJdXL87ibFi0D8PuKQurK6he1OrNlQ+lVKsRyRNFRl+OCUdsDpxcZXm3inOtiN1V9KdMerMlGgDfJbnmdS12z9MgikdqFzjurNPu+zTOKKx+hrcZQJoj8pzMt/GLCT9WOU1v1uVjnbtQTZvKZQOrryiuxJhBxvbdDh858TyfuHI79pmSvkfa+gTh+jFHqpusjZXpdwuIXGH1tSw3rFo4VsKM3eRet8vOsMDYC1p40bs/JI0l5a+Ce26FoLHA4FBG5uRkRYHbCPjlQ59hzOjz472fYLDu4u3kyGsrlEYPs7hZhkgyeyPF2Y1pnnS1LDMV2G09ZqqebaFMCaJKVJMUVyOM1R2MsMKs2WXZ6mhqzB4nXAmw+xnWapO0OE5cBiMCs59h74YY7T4EIYWNIv21Av6mZPyFELMTYbR6oBRK1BFeihqYWAOJGWhppswUdlvHPUUTOcenN7goxpE3TeyuonhuB9EfMhjfT+bK1+g7MlU4HX0K8pe6kMPgbpf/Y/8nKckEEAxzG6uvFxXbTpgv7nKmPk0w5iLrMSecVQbK5mJjgl7icFdliQVni9VqlWbfZ7bW5kemn6GXe/zB0j20ej6OneJYKeGuh78u6XsuAIkyaa5WKdwwuTbSoDficrXdoHjRJq5ZrM5VqdsDWHcoLYI+BqJDQ5ZCZKoZdSUZsDyosrJRAwH9hQxlKJJmEWHm+NN9DJkzuFqheFPSrfkUZMQgsaleGmJeXyefGiWtOOS20j8TsNsJiS95cOY676+f5pc2vw+1ZZLWUqoTPTorFfwXFVHJ4J4Di/zg2HP847MfwWpHKGlzW22FILGIwyJWkDMcN3XTs2RjfJf19/ru7B2Hc184wvP7DmBVQ4SA1ocGhB0Hb6mEyPROl9lQt3f4dzsP8fzOHHlggpPTPqkQmaBzUEfw2C34o8+9EZHBcGLvqG8rlFSoK2Ueu3ob/rqgtJwRViW9ea3WmhnpcKCyw6y1i4VB1Q3YbGjAhVh2MQVs3SmQtxygf1fA2w9fZJA69BMHU2Z8Yvcegsyi2yxgJYLmcUln4QRKgreoi3P7dkCZeBvQWZzCmFPwjiZbA5edU3XMoQ4HKKzntA/a7N5ygNRXvPuJnyeLDKxY38m9bYU5hJ2TFitvnsbqSfx1/aBu3+agDAeRV3QclA8yVBpyKIUGPh6eIvEFwYQ+QnpjQ8YP9VjeqlN41NXmkFDffdq3wtsaFzhW3uDc5CQXViaony9jBRH+Tka+l7LSndePl8j0Du+taxsr6y6/sfUId5dv8O7CZY65a4j72sSpwQdmz3G7v8QXnOMa3qlg1Bjg5glBZrEbFvj4zTvIcslkqctb5y8RZDZ/tnU7m8MS22fH9KI0hDRUWLMQ3dNn/0ibQe6QK8nU/A6b5TIlO+Gx5lG2NyqMbSmcDjzz5DFyJ8drSjIHegs5pbkOuxeqVM+EuE2LrahEO/c5UVnHNjLOLk3hLVpE9Zzx/TsIYPVGA7NjoFxF71BGbaRPO/MJEgs7y78T0yT2bAsiY3Siw/LbRolqOT9Vvsao0SNeLzB5JicumsTlOp4Paw/l5G5O6+Ysr25MkhYUy+8oER7UI1PPSmjOCIJxk/TuHvsbu2xuz9H4+ndXf69rsduthLk/22G4v0JQL9B6z4BP3/OfeD7cx2/NPIwCTtbXqVoBL+zu4ws3jhMMHEQkoZhyfH4N34zZGpboRTbp1xpMfb1N+3iFzQdylJ2DpSARjLxgUl5KsLcDjK0WztFJugc00fRkfZ3bijeZNTtYwqHhDliq6yZXYU1TVwYnQ0ZG+vzs/Iv8UPkVOrnBdlbg5XAf/+XyAwy6LkbTRCSQHBlyau4mz9+Yo/EVl8SH4C196qUB+X8fo/bFSwS/cJT/duq/sp0V+PThO3i1NUX3E1P4GwnNt9jUT23Rv9Rg8pM2qSfoHBTkltJRSs2M7Tcq/vVDn+BXzr+b4kslUk/SvDuh3Bjg2Qm2kbGyXse+aSNj3fxJXJPmCUHUyMDSPPr5kSb/dO4L/HbhTVwLj+Jthpg7fUSSAmO8t3iOkhTUxjx+fXSBT9XfjrUicXYjRGrTPmQxmNU4JpmA1ZXkjonsDPE2Jd+8fpB0v+Rt/mUO2Vv80rFHAXjAu0FdguOkrwUZjhs5kogwtegELu2lKnZLUrgv5qP7nuDL/ZN849qDZE2HkfPgb6cUrrdhc4fljx7lJ088QdEIGeYOsTJ56+QlOqMe59qTnNucwNqy8LdSRK7wt3S/ZTAGaRHGDu3w28f/gB/lJ5G9Ac6uXnDaWYFThZvcUljh4voY/roicyS3j6ySKMnu0xMUlxW7tysmD2wzWejSSX2GsUU1V6/FKiuhsWBSKG4ZWefaAwkThS4PeDewUDq+6vkVkNpss3v/BEfedQ3byHjxiSPIbYE6GlM/0qThDciQeGZCMK0zAP/3k1/lB0qL3DH/C/oo/128Xl9RTdVi5Z0N7K4+/iVNl9/ceZi1oEJr4JFlkmfCeQB6N8u4mwZiNMeaGqCU4PzNSd37sHKEUHgKMt9GKB1+ABKrrx9CkSqiigG5iy1rxGVTH42HBt+8eYCzxUnsuZRR4wYr/SqFdc0MG07qGF3aNjvDKhcbk/SKrxIq3fhJlEEQ2KiBiREKzECQ7Dq8Yk2TD0wGk9qDnsQm7YGH2Ccx3nIYJeDnLv6wtvhmBv3QIVqAsOGQVFN6gYOMNZbUiBT+2l5DxhIMx0xML8AWGZ6dEJUluSkQkcFg6GAaGZ6V4JdDBrOQOTbejvUdeWciEeWIYjFk2u9QlSHz/i6n90syx6ceZxg7XUoXLb5n7Ke4bXyVfzL5ZaLcojtngpokrBmknhbBGEMdR5W7ijRXdPe72A2buKTIlaATu1xKRngl2MfvXbgPpQQ/f/KbPORfxrVS+iOgWjbvePknca0U10zx7YS2ApnoN12SCf7eqqAMRVQTKMMgt2rYkyVSH55qLVCxQur2gHbi8/Vrh8g6NnY9pFHps2mVQClSX7J7zCQtKpJqhvIyTlSa9HKbfdU2a++eJykJHihdpSCj13Bj9fKQwYjO1fv8S7eCoZDVnHZBv8e1pRG6Yy5jbh/LyGieqOKPHtDwSVP3j671dSlWnYBhavP3r30/7dCjtJSjghBhWQjbwgxzrjYbWle2rU99acFmNW2wSoNXmEMGksKmHn/+n2fezh81tMV1+L334q8FiBfOw18QEfW6Fvv06C4/97c/zb/5wvtovAylayafG9yNMhXK1uEIcktiDeHASwHW+RVWf+QQb3/jWZ7e2k/wqXHMIXQOQVxRyAzimp6V++tawtg43UZECa3bRuhPG0RViTVqkRQFRiwwdgXmUoWWUeHj77mL2+aXuble58jzHbqHSoRvGuJaKfmTNbwtwXMT+9gcLZKhJwH9zCVvOdhNHbxnhmBEBtlaCauiGJ4IEUKR9yyGPQvrtj7DByLU2TrGf2wQVSWtY4KkmnPr/dc5Ut7kq8tHaK2XcQeaI28NcspXeihDsHlvheGkYqzeRZJTcULWJ7Tt1+xJ0tQlsFOqXsjxsQ2m5jo8v72P5nACI0JPJALwiiEPTt/gzuIiU0bGG4qX+eL9x9jeLOPt+BQ328z+6TJ8UnDmfSf59E9t0s8c2rfF9Pab5LZ2elldA6elhTzZSEJWhO07LWRikFZTDCXYGpb4Wvc4n79+gtlfNxG54nf+0QNYh1OqXsDuQkThvMP4f0gJ99fZ+bkBB+o7rKkx9uz9TBo2FWOv02wqBrM5w1TQURKUTeZlvHh5HsPNaNR6tHo+M39gUTi/wdW/Pc3Rt15nrdjQmXxVg/3vuMF99Rs0zB6+jDCEYjWt8f7xV1j92Zs4IuWkt0zVGDJt9ClJwanGKl+dH8FfNjjyn4ZkRZvVfxDy9v0X+cyTdzL6tEn7aIXrlREKdsLKIxFqaFJYNHHaCpHC2bVJRioD7h69ycu7M8T/fZzKtSHm0iJZs42slBC2hd3NCC5WEQqmzid4awO8nQJR1cDbTnAXm2BbJCMFlCkQ3zJANuAdUPj5FW48vY8D533o/Pn197oWe5DbXAvHyIo5gymTqKrdTpg5hpeRhQbGso3dUcgghT2xgLVn0v62oCRzBaqcEDYcjMhECZ3IIRREYz7kiuGYJGwoXeRVQepBNJLr0Ly98ZlvxoTKRCUSMQixBgWioUViGVS6Credsb1d4NHeCSyR4cqEm0Ed5WSkRW2PTGONjLY7mrbqFSKyTJKtuRgRRLh0M0MbJ+IcMxTYbX0K2Q4K1JwSas+TnrlKhzdIgVXR4hIjVtg9QRBbuCKhYEWkrm7QWR1N2mUaxj3NJdsKS4SJSW7vxWlFerccDB02ghKXzQlesFpci8dwrRTTTxmOedgLo699T5kDL7T36c++GJMYCtG1MAdS006/LeTRSVMYkY4aTvdw2goIMps8F+SWxIgyuhslPlG8k81u6bWfkUxVCBomJTeiaEWITOsIholFfy/F0HETFJBJpRN2cu2Bl6HE2rBIfZOWmZEElt5RPQdzKDizM4XVMjCDGCNWpLlEohg1e4yaXV4YLvBqf5okN0iVxDMSfCNi1OxRlSEVMqacDvbYkGhYJK04ZK6BUilBZqFsRVQVKBQ3mzX9HQrAyokre+NRMycd2rQNxXWvQS90oCIZTnr4jGGUCuQVn7hiE46YOmwiEVpHAaS+JKoKjMTErvhknkVvn0NuCsxIB48oCbvDAkYo+MtI0a9rsbd2SnzpY/dTerDFI3dfoWH1aZg9XJlQNYY82TvEV1++n9LNmNw24NAMSQE2ozLD2EKYWonWuGWLD8yc4dUj09zs1Vi+Psr4k5K4JFj8kZxSJaDm7+JbMbbMsI2Umj1kwdtBipydpESuBEe9dbq5iwgM2GnhWyaVZxsgYeTVAeZ2j/HiGH+y/hCZpxM6pJ8yt2+HshNStkIcmfL447cwcyYhLdgcGdtktV9BvligdK1HVrT3ZvIZ/SmdRV6/mJLZgnZvgier46STEaPjHZpOkZbtIFJBM3YxQsHYizGjz/S5eLDMgVMtDhR3eHnsAN6mZPKpEBlnrN2m+LuTX+PfrryDl19Z0Im4nlbZVa6C3Ve0M5+XdxY47czzp6XbMIycoh9SLg1pvUWw8waD6akmd43eZHf1ABcePUTqKw7du0TZDjn/yaOMPxcwmHIYTElkJvT1NDQYeVX3FdbfYGKOJhhCEWQW1WLA+oMlnBbMfTZBduqYd/hwKCM+GuC8ZYNJZ8BtpRV6mcuzQ0FhI2d9u8wz4SjD3OHuqZsEmUZCpblkqVOjP3QxXyky81ifYNxl854C0oat2wXGiVG8bYX93+vMrYeYl1cpMc2lpQmizOTg3AYLZp+/d/VezC9Wv+NsqwieuP8A0402H5l9hrcVrvLhyou8+a7zfOnQrXysfB8ylORdh0cvHaU21WHk0JCrN8Ypfr1MbkM6qcgKOe7xNiOFIUurDexVm2zD4vKVImk5564fvsSU1+FzF29BrIyRVjKcekDUE7jLNuYAclsS1z0275FM3rbBRrPMxmqJrJbynltPM+F06KQeQWbzhWduw/ijOlMrISqM/sL6e12L3YgUpeWcPnDUW2fC6jBhfOfcUTGD1+6ZmWvowAMLEiUxpCL29eq5UGpzyrupBTYyY6VQIzccMlvQaPRYqO5SsQIcmWKJDFPmVIyAGbuJQc64qX9mQcaEag+6b5qQpPjbOpLIGCaINMPu5zhNzT0TmUmSC6r7Amb8NrNuk6IR8nX3BEacI1Mt/IlTg3InxdhsY7QsTQndX2MwJjERiFRh5gqrZ6CEIKkZpJnEMDPiagqpJA81MFIoEGEEWXlPHJJpM5AAqx0ihhFKudRlSC9xcbcMcksRVzXrT6ZgBjlWX5J2JLkjyVJJZudEVoZtptQqAwyZ8+D4dd5TeZkL7Qm2dkeIE+3w84wEq6ewV1tE9TEyW2oWf2RgDCX2IMfuJohUf5ZJLukkGhGl03Ikzgsa+OnPHGIwJRGjGY80LlE0dKe5mRb24pJyVGBwNpglUQYVK6BgxES5SZQbSAF5JjEiMFpDHMfA6poIX9NnUh+8TfDXI8zOHuBBKUgkg9gmzC1yNGZqbil9raEmE5NO22bLLrKZVBjkEkvkTBgDDnsb1Kfb9AYuec8hH1jYIxmHyttcNcbwdvK9ZF0tdhopDDlVX2V1t4JIHeTeGDVzBXdXF7nbu8H1mQYXjTHqhZDRwoAVs0q8aWGYWlYsMklaypgv75IpwVpgUa4PeEP5MvPWDq5IiZF83r0Vpy0we9FfSq95XUMiCo1Zdfy9v0Dq6kyrzomMkyeXuLI1ivFiCZGj5ZBOTvG6SWE9Z+sexQ+/8Smi3ORKbwwpct44coUJs8OvnH8X6StVMleRFnNEInB299IyTwyYG2ty7eIUlXPGXliEViAN5jIoJdx1YImHalf5jXNvpPC1Im5LUb7cRRmC3VNlwoYOYJjdt8Nmu0Sy4aPcjNn5Hapu8Bqk4sUr8xQuaz671q8r3JbCiBXWIMMIMoYTNoM9/f9wNgU3o1gNsIyM8NkRGmdTtu4wOfnIZS7vjmJ/too9UGzeA8ZkwOxoi1tqa3xrbYHh8w3sHhRX9PVm7R0Zdx+9weknDjP/uYDevMvmWxKEVHiXXKyezhFLfUU8njI7t8Nu3ye9UEYmgnAyRfgpYsfGaX4bzaURV+ZQXwVGT0e4i7ssf2CK+jvXWFoaZeaLEiPK6c6aJEVBOKZPP+QCkQqUm1Md6xElJsYzZUorOXZPew360w7tw5LUU6Sj+r3aN23stngNQRVM5By6dZlMSa5em8DomJSvQ2Ezpz9p0J9VWD1B7XKGkSjiPZSXRn4rZKKvF1FNcey+G8wXdrFERobkM0/cxcxjOe0DJsbDWm7aWaogE8HJu27wfRMv8Js3Hmb3uXGiiZQfuecZXJnw8eu302v5EGl0tLNjUFzWOQb2ICcqScZ+cpF/vO+L/Ob6Izx3bR7DzHG9WFOPQxuE4p65Je6p3uB3r9xP+kKNcDzjvjsu001crn91P4U1pcMwi2D2wW3qkXRUF8RlxSOPvMyH6i/whc4pXtqZZeuZSRb+7Vme6nzqf42QCCW1bn30xS5yaQPz/Ye5UJvAvOwz98erZNUiV37J5s65ZU5HBzEHEuXvUVisFj9Rf0prx9M6G0mVwVqJmZdTmkdMisfbtNsFKs/Z2L2clYbHjl+gdNlg6rM3IU1ReQ6VEtsPjhGMu1ypjnKitM5IecDGsQLFRUn18V0wDAbvqhAeCrn34CLfO/oin9y+k2dbB0HCIP7OsTJXAsPJGM5mFBYNJr/V1ovFrWWCUYm3I7B7gtSVmgleVdxy/CYzfptRu0eSG3zpiw/iffo5/Mn7ebh+hU7skS35mIMU9eN9/s2RT/Bn7Tt5ems/zZ0S5a5eVILGXlc+gFdWpyktgnn6CgXnKKaT4bgJYc3Zk9fq70D6KbeNrPB8vo9wrYI10GEWSQ4jZwWN55p0TlZZf2OO2TdoPJPibgUY/QglBWFD8dF9T/ArrXdTfr4Jec7OyXmG01qdJweaimt3BOGY5MDRHWyZ8cx8gdw2mHgmwXjmPPXJcfzNUaKqSeeArTcASxHVFZUrUD/fZ+fWIs1DvubmL1n4W4rGy33k1RWG33eUfXetcn1xjOknMszdAKfmkRZM+nMW4kgfhZb+1ooBD9avUTMHPNY8ynKvijnQu3Awrvivt/wPlpMR/vmNH8DZlaz1yyxFDdYvj3L4U1023lDh/keuMGu2+VrhCIO+i7Fu429oeWvqCpw4p3Cjj1u2sWXKHXbIraVVFht1Kk7IgfIO13sj3HhyH+ZQ4C0k/EDpLL+TP8jI+YwtR/J3J79Gokw+OvFTWH0Df0thX9MIcbsT67t8mhOPerxy6zTvqr3KD9ef5hdHv8E7un/nL42Get3z2YfjguHbK0CFYCajWgzoHYZLPz9Jbiv2T6xjy+zb8mrcFZtff+YR/FrAexfOAfCpi6dIt128dYOgrkdUrZ0SQio2HtGGi2P7VzhW3uBzo/eiygXCySLbtzuIHCo3MgobObtpnd+/+kasnqTU1NRZVSqgCi7hWMb4mD7uvzjYT8GIOXxojdVOheHzDeJAQxiyvTBPI9ddb2UZxBWb5q2KvBpjPm5TvhoQl4okRY0avvyNBc4Xcm679yp3VJYZvrnPjdn7SaoZv3XhIcK1AgeHIUIpDVDMHb61cYDWS6NIX9G7PUQlEmfV1sf00YAjE1tcWNhP5Q3HSEoG3osOSkB9RyHTnJ1TAmehSxbafPbF2xCpxJj7zu5tdzQ4IZwpIVNF7YzGd3cWTLpzJWpXHJzNAdXL8Mtf/DBWV7L9lgKZDcPpDFXMcG7aeJs6xCO7r4vMJC9entcTgXpE0sjprhcYO18FKbHaIeAiIwNpgFB7qbZl6BwqEI4KZGKS55K0pAhywcb9JYzbj9Kfg/5uFREYDMdNjJpFZ79JVAV5ostb5q5wrj3B4s1R2rngetBgwrE5WNDR0H8mx/HXAtztIt/sH8M3IqaPbdKZdzkxsic/NSB3TUqrGf/gz36CrJAjvAxh5iSTMZ1RiXRTXD+ms1KifM3EbAVceOwQp27+HVwvpuDGBKnFyrBKM/CRmT5tPP74LTxQOYa/aJEbGTIRfLN/jEQZGIFEKGgfgaQKxWs2E8+mhA2brTtNklJOtlrjl3a/D68QU/EDwqbL1gcOk32y8OfW33dd7EIIA3gBWFVKvVcIsR/4I2AEeBH4iFLqL8ymyc29o9nJFR4avcpSMMLyoMqbp6/wMw9+i0wJ/rR7B9eGo/qyCpRuKBqvGPSnK3xBHkcpwchnParnOnSOVejO6WOntWWRjCX88kOf4k53GUvkZErwyYk7SMsuzeMOD3zfaa52R5G/PIL5/AX2XRwnqxbJPfM1Skhe9ohHPKzxgLtHb7IVlXilNc3Ryia/MPdVfnvtjfQes7CvrhMdmyZoWJo2UhGYe7tkOGJx4o5F7qkt8qcvPoKxso2xr0BSUngbgpkv75JWPa4davBw/Qr//e7f5fgDGT+99C7OfvIYo9sKox+Ru9pQ08s9tm6MsP+xmPX7HX74rU/Ry1w+ru5GDgyOjO/wtsYFFg/X2OzU8LcU019rI4aRNhF5NpsPFvmJI8/w22ceYuKbBsGIJH64i2HkyMerlJcyEk/QnzLxmhnjT7SIxwvceL+FKieYgY05cBg53Wb0m0O6t02w8v4UtxhTtFKyTGLt2jTOBHQXPP7dbZ/gT3fv4rn/cQqZQPWD27xv8lV++9I7Ga1XdET2jpbZmqFNbuuGnxK62KOaJCnnGJGFUprxnrmCaCykVh6SdX3ybQ9zIBmO6a7/4O4hc2NNPjD5Cu8tnuPf8hZunp0kiSWLvRFyJXlb7Szz1g6fMu7DuLZOcf8BnmoucKy8wS8ufJWqHHItHmMnLaEMRe4aFK91OfzoKqJe5fpPzBAfCJib3uVIdZOThTXeXTzH/2P6XSx/6hDWYpv9f5yR+zbLb6+QPbBDkFiEqUmn72GkWo+//9MB1uIWyb5R+nM6DPPxnYNkSufFAdjHO/ydw0/xa+5bGX9RMJgwePN7X2LU7vGJTzzMyDlJVHEZlCpYk4rgXV3yx/58Nt1fZWf/B8AFoLz3538N/KpS6o+EEP8J+FvAb/1F/8C3Qw+jTKdTls2A2QI4MuXlaIrNpMofX7uD/q6PNZAkZUjKgsGUocMSlsqQgzEqSe+oEja0G0ikArMnUMLit248zHSxw4HiDnVzgNE2kUmIu5vz1QvHULHB2H4Tv3ALRqTBFFHDZjhq6NOEcEhdQdwVPLp4hDiyyCKD7dECvozpJS7bt/v4M/v5Nj3AiNDjwgyCcYe4JLi4Ns5Gv6RpL8dn6E0bpLVEZ5tNl3Si6LrN75v38EX/BA23z9OXDjC2ved2KrmknkF7w+U/lx5CmTlbdzmEkxmXB2P0E0ePovbeQ4ZuDC3OlEhLBrlR0Q1DS48aRSHkdGcfQuZ0FiRpUWEJhVKCsK4gN0hKOgsvaJskfpW4KFC2fniSoiAYc0j3uaRulbQgsFckmWUTO3oMVN7NMQYxMvG088zuMZjNMSLBYKfKx6K7cNr69IOUICVJzaVzELJSSmHRxNv5Tg8p7kuGqgBC4fQ1Gjx0bNpA1rcwAokxFNgdLR8Ob3hcb0/w+5HDhbFJrvdGMCaHWFLRT2xu9ms8by2wYo+QOznhqX2kruD82X2cK0zxaP0IjqUFTkls4m6YJEWQsaMLJUlxmpD6LkuDMZYLNa5OjlKaCYgyk817XPx9+yktR5i9mLSoONHYIM5N+olDEFsYHfB3cmSoR4tJ2WIwKclcuLI6hlIC04SoCoYSLIYNDC+ledQjqgm+sXQQy8zIbUV/2thLqVW4O4JQlMnDP18p/1016IQQM8B/A34F+EXgfcA2MKGUSoUQ9wP/N6XUO/6if8cbn1X7P/qLcG+HB2eus+DtcMxd5WwwyxfWTrC2VWX24yb+Ypf1R+p0jqYUJ/s8PHONr988yOjv+MgkZ/FH4a6Di1xtNmi3CxjrDtWLmj/udDNyU7B1h0k0mVB/wWT8G1tgSJRtEkwVWfr+nPHxDp3nxqhcyekuSJJjQ4qFkBOjG+yEBZa/Okd5MUemuog78wb9WyMKlYA3z14hVQaPPno71YvgdHOcVsJw3KZ1VIICf1M3bfozgriWI8Yi9k/ssLxbxXi5hDkAp62VhHYvwxxmyCjDGERkBYf+nEfq6MggZUL34YBfuu2rPN/dz+PXD5KGJsauvqPN3b7K28cv0Ek92qmPKTLKZogvY+acHSyR8h9vPMLyYgO/MeTOqWW6sceVnQZpaiClQsqcI6Nb3FFd5sawwcvbU4SxRdBzUZHE2jWx+oLk1j5/68TT/O75+5n7NYHZDkhGCuSWxNnoIZodFj96gH/x4x8jVgYvDea52hvlxpf3U7me43QyrG6sTxymoHnE5YM//3VOeiv87//lx5j5agcZJIggIi95RGMFlCnJHJ2V1ps1iOrqNXCHu6sYfbGPMYhRpkRJSe9gkcGEQefWhH/44JfYSsr88aU7iAMLw8r11COwUIFJ8ZrJ7Kc3EVGM8l0tX92LCw9mS/T2aXhK5ZkVyDKCE9PEFROrn2EOUrZv90ne1GGq2uVDky/RTIt87PffwvgLITc+qnj0jb/OWubzfLDAZ9dvJft34xQubGnrtmGw+aZR2g+FqF2HkVf0NaZ5i4JajO3q5F1D6uDOzY0qE4+aGtbyoMCcHCIvFKlcyfF2UvxLWzy18gd04s2/UYPu3wP/GCjt/XkEaCulvo3IWAGm/5yF4qeBnwawSjWMGLotj9PODNZYzinvJsPcZrtThK6FMhVZydErajmh4MTkCPJ8j/EmBZYXM+c3udmtobLv2ECJwOokmibTNMkdEyUh3FfFCDPMbggCitWAE/UNvj4yQtjUQEGlBJkSr3nm7S54uylJ0SDx9j67rklg20w7bRyZ8MVKRlQ1tbfbtQkakqiRISOBXBY6MGDPo5wnkmFiIaUibORYjqSwqXB3E+xWiOwGKN8hLbtkrvbmG4nCHmivejMy8GXEILPJtl3MQGAOdeMtV4KiEZIpSaIMauaQ494qlkjpZR7trMAgthCR9tOfKK6zHNa5kI6TRCbSUAihKFoRt3o3sUTGelDWMJGWh4glRqRJOUKgVWhuTOoXEKlDXLXIbAGihFnUIQ9nhnp0ttgfYbNfwu6A20oRmSJ39O6jhH64e5lLN9NRS7lj6kZUlqNsk9yRr4Ui5uaeoCbRpidlon39WQ5Kkfm2HtcaeiEQkWQxbLAeVohaLkbfIJd7upw9H4WS6F8qyxFtLUwStgWGAZRIPUHqCDANEILMM0g9gdvMsZpDvB2X7nqRpdjkZn2ERGnEd1S1yOOMbwYLNNMi14NRWkOPMrzGaCDPtVMz0S5Er5npsaabUa0M/9/qKMn0JpIb+jPI3RzfjQnRm5xMlV6sDMmf9/pLi10I8V5gSyn1ohDiTX/Z3///fCmlfhv4bQB/bFZZfcXM5w3MQYUvvPt2jrx1gzOdabhSwFKw/SN9RkoDThRXGHP6PL66wKNfvR2ZwubdOiHFdQZc6Y2xuVrDv26RudA+mms7ZeRg9TNKqxnermDndhj9vk1uNmvkF2tkvuLNU0vcVrrJ5i0lbkzVSVdKVJ72yE2Pl4t6QZo4G2Bt9Vn//lGmHlpha7WBf8ElHnh8feIw036H2QPb9KYdZqotTlbWtG4+s7jQmWBtdxY2oH4pwzyd05+yae6bIBxLufueK7Qin9bKDIXVXD/cQtA+XmHjoRy7aTD7aITVHKIsA2UZlM4W+b/b78O85nLgayEizkkLJnHFJLnX4E3+Zb7cP8Gr7Snmik3eULzElWiCf/X5D1BalASjICo5VS/kHcWzfEMe4fPNU9g7BuUbYPdyXvqhWX556gu0M58slwxjC2vHwm4LRs6meKsD1tMK/0a+jTwXdH88xzAlx6eWGHX73OzXaIUe0a7FJ778IM7e/1ceZigZgRQkRYPMFnos2c/wd3I+9aX7+YSvsD3F6psKr40w4yqE8xFC6IX222NNkUJaUqhqQubaRA0PZfgsfa9ifm6b3l78k9hy+Op/vR9zqNi3kWGE2msu45T+fJHejEluw40fGsMIoX4xxeplBA1LI8eqgqiukKnUMdm+zcojEndfj+jrFca7EeVrA4rL+jt6snAfmSuQB2Dzbkn1tMHvfPGDRCVJMK4X/f6UIqyNUz3fQ65sUb9Qwkh8nE5G8fwOyVSFiX1d/vb8k6wnVVqJz2cv30LhiQKFEuy+a4jnxfi5IIgs3F0oXe3SOlnh+g9WCH/lzz/Gfzc7+4PA+4UQ70ZTn8rArwFVIYS5t7vPAKt/eeXrL7Fwo49c2cK78xCbSZl26GEOtdvsvtlF3lo7T5hbJMrgcRbwtrS5JBjPyQo5BZkzSG3E0MDuQGRCXspIMMgcgRkKzGGOGUBWEHz/1As8VTjIY+1jCDtjym0zanY5UtrElikvrxfxN7WYJvH1g2i2Q0QYk5Rz3j5+gT/o3Y3Zc1FC0IlcilbERKHLRAHeOnKBdxcus5nZvBzuY5A6rNizKAOsfoazOSBzSsRlk6gmubNyk52kyKPOrP5YLAM8m7AmGZ/fYdOqYYQpstVHlXzyHJyWIlh18dfAvtnUDa56CZEXGOQSf4/I0o8deomOp1pPqpSuSxqvBmzf7pGUtQurJBMskSEDbRwqriU420PWew6GgBxJkFrEsTb7GAHY7Rhjq4W3U6K762GWY07sW2fS6/D++mmmjQ6Xa2OsJTX+S/wActPF38gpnl5BhSHp4Vniqq0DOi2ddpo5WuNfWNHhlGFDEVdyXeyphlNOT7ZQwKZdJgtNVMfEHAptVy1GhAWT1Nff++H9K/z07ON8qXULZ5sTbK+PUr2SYA1TzE6EiFNEs4MKQzxvP1HZIxgXhHMRRAburoFjS4IRzY3PXM1HyBzIfZu05GBMBNw5tcyL5QrKkBiDGHOtj0oSrGGALJfozs2TVnLcVwXlr19BTY7RPV4ldfUCkvqCrGBhGBJjmOBtp9jdBLp95EiRmhtwwlmlZARsm2XyXFJcz+hJg8OTW8wWWjy/sY9u6GMGCtkdkrpVjh1cpe+Ef/1iV0r9M+CfAezt7P9QKfUjQohPAB9Gd+R/HPj0X/ZvmcOM+rkeSc0lm5xHZPBH5+7CL4QceecVXEPfCh7vHObO0hJHnXW+f+E0Xy8eZmlzhMrjLmAwqNscrO9o/HOu4QtGZGlrp8hJChollJtQPSP4D5e+F3OgmNnOGY6Z3DxS507/BgCp0jnmZpgTFwXDCYGW8VWwByW8Tcn/8xuPULpuMPZin+5+n8rbQub8Jp++eAo2HF6ODvOroeaBp5UcOZTUl3SjrXXYJrrbJtgfc/vhK9TsgExJgsymv0+Rm57W8FdzijMt3jtzli/K44SjDdy8xs5tRcKGwGkqxl5QRBXB9Y9MI1MorOnj2875Bu/o/F1KxYDJUo9XNqb4xS/9Law++K2ccNTWQp8tyU17nL/Fj7LRLuGvS+yOIilIlPTxLlo8nP1vyI6JvyoxDYhGFHFZkfo+1u3zDCd1Jrk0ctqhRzv0eHLlQ6SpRAgdoFH2Q6Y+eIUru6P0Z+ax+nt+BqnHnpULPXZvK7P+gRiVC8wVneuWlnKUn4GTYToJya5H52sTAIiGQjr6SpM5CuGnjJX7bCrB9u1FMhve1rjBIXuL3+yNsHVhFCMVbN5jARYIb2+zaSBTiOqKpJbhNYZ8z/6LBJnFE6MLNPsOdCzMoUQkmogcVxRXf7BMVsi4ZWqNshmR2/rK0T5SpHW8jtMSTH2jhxjElBcz7I7EDHOSY/8v5v47WtPzru+FP9d196e33cv0PqOZUW9WcZELYAM2Bmw6BhJIKCkneZOT5D2BJCcJJIssCKEaMBgXbGxky7ZkWZJl9TbSaHrZM3t230+vd7/eP66tMTkLkZw376vDvZaWRtp79jxz3/fVfr/v9/OdJ86a1zUmQQkST3Hl/R7K2EHipYhMgrnqMf2tbcSuZHlhmv9X/L28Z/I09+dOc/P2q7x0+z7iYsRNnibOthdLZJYM3HZCmvdIHK12/BvH3/9ogP4N1z8BPiWE+BXgFeD3/0e/QYwC5MVrxG/bR3dORwJbFzz8/Qm/tu0vsAT8i5X3crE7xvHcInNmlw8XX+J7Cq/wf7jfycbiTqxhTOcek6LlowxtfrH66noVV0mNLA7zeqdQey3AeebsdVlk5vAuNn8wt8Umk8Sp3KLC6IpuWFakpkKkEmsgcRqK7Iogf3WEPHGenHOAgu0z6XRgzaF8SlA6P8I6dRU1M0H7hhKgcBt64hrcJDH39PjQzlP8H+PPsZRE/HnnRkaJRTIe0rctJvdv8M6pc8zbDY65i1wtVzlZGEdGLp29CnO+j/pmnuKrm2zeNcbYXav4sUnv+THsttDklYUszcMO+27YZLiZ5eAnllD9AYPbdzGqGshYm3XA4FowqVFgdYUZKJ0Z5xgUrqQUrphYwxR3c4Q/5rD0ToGshIyqgmEqkGaKaaZIqRiEFkPfQZ3J6ZSaLMSeIntzlz/Z+WW+NZ3lF5Pvp99xEb6BCAXFyyAXlojvOMS/uPnLrIRlfte/B6NjojIJlhdRKQ6YL7R4obmTyWe15HXtdo+grHPRU1thuTHjmR6GTLmy08SyY45nrjJnpNT7WXKLEn9MEe4ZYdkx+UyAIVOiROogSzsia4UcKK3xU9UnSRAczy2yFFb4wuUbGK7kMLsSswejCcWNt11g0u1SMH0ipSXJqS3pbRfcft/rvLI2y/BCnswyZFZ8MmuCsGgxmHE1ynpLFRhnFXExYd/eZe6oLmCJBEvGfHHpKJ3lSWSosNYkV0eTbFSusceMeFv5Auf3j5Gxo+t2XnfNoHgpwe7qNl/6N+tpgP+bg10p9Tjw+NavLwO3/t/5/WnBo/uO/dSPSoLpENkzsTuSqOfwXxtvo2wOqdl9iuURF0YTXPLHyRnB9XDC5XtNjNBEiBEnNmfIXDMpXgoIiybDMS1EMPytFl+oBSMyVghr668pJEY/4OITO/i7Mz+MV/IpZHxSV2lBRlkg5ga4dswgn9EFrYHE8CX9GQ/n4HHCouDK4hxnNidIcgmtQwap5VFhG92dHhu3JxgDg21fVdiNEU6zRL/l8ZUrB7nU11noFXtAkGq3nYwEm+0cT1s7+YveDfTqWay6xWQ/0YWpWsThqVVObMuRO1RFCdh4dgqEwgghdYBAgyexUma8NsKLdQFIbBW3bBiN6RVKKHRxbySQiW6ZvdG+izKC2BMMJyX1I9o5BylJz9LKIalIQ5M0FcRegueESJnqzDxLk2uMkWDh7BS39X4MKRSuHWFWE/rtDKk0ND9P7SO14V8/+10oBbJvXNdVAASRyeYoh3ASGoddDZ047JMt+Pjni+SvSfpxhkuZKp1uFuesh0jhl5ofQWYjUt9E7ElQQkHfIhAm4Uj7+1VgQCIwZtvcWLtGzgh4arSLK36NT79+E6plY/Yljv8GF0G3i8/Wx7nmlJBCkaQSGQqCknZcXu7UGA4c8rYgKthEBVPz/LfupxEqzKGuNdhtgYwMzhnTXKlXSBOpIZsNh3Kos/Li6YBytcfTGzv4QH0bYWKglGCjnePzZ29DRAJVS1kdE5RPW1TOJlh9xakLs/R9903H31sLryjC8ntSbjt4gbtKl/iDi3cwOlHBbJn8+as3kin4/OyBb7LfWeHXFt/N2cVJvFzAZLFH2Rny4+/7BsPU5s/PH6Nxpcz0uQTnufMYx3bTPOhBCpk1PQjMoX6xZZSCo+2iQghoddn1uwOUa3P1+6ZoHZOoTEz7gImohLx391lK1pD12QKD2GZ1WKAzcilnRuwubHKmNUnj8SlEkMG5vccNh1Z4Ib+TxMnQORDzK2//HN9oHWDxS3vg0jWyhwuERRO1UOTSQHvTj951QW+5Yq07j9YzXOw5lE5YHPjMBYRtEW0fZzjpMD/d4MenvsX/+0CFzWGN3DXFzk9tkmYdVu8uEBbAioEYpJtwKLPMQ7mDKNNAGHqwJ45gNJNQmmvTWiuQWbAwh1vFrkRdH2dxVhfygrmQBw6fYtPPceLETqymQZxVKCfF6EusniQsS6iAYaT4jkJ6eqCbIyheFBQvmbT2Zcn+0Aoz2Q4n0hmG0qF3QNHfJcksws4/VEQ5k42btIDmjcsPLeqpxHJjWrcK7EzEzx/+JnNWk3926qOMvzjE8D2a2SL2hsnU0wF2Y4jcaKHihCt/Zw+H332O19emiM9r3JkyTD3RbcFNRuMW9xbOcTWs8XD9IKfWppj7lElmocVgV4lhzSC1NADS7Av6V4v0Tf3MRAJeAKOqBAGrm0VU29Zn8opFf0qTZVNbS4DtriA30l4JbxNUE9IVC4SFOdTHPWWgNRlZuGHHEvfVzvFfHn03E88IOnsk1o0t4vUM+3+nCUnK5V/2+LlD3+Q/814KV03cTkrlRZPNwV/bdQPe4sGOBOnGrA0KPCd2ABBMxIhAYi/Z+DmLE7PzpEpyaaOGdc0h8Gwu5zLYpYDZTBtHxmTckDBvEWUchOsSZ02inNryu+tVfTCpb3iY98iM78BthtgX11FhhFAKkZjIRDuopJmS5mMymZCsGZCR+t9SpMSexgFNeV32ZdZJleTr28aQQ4ktYKVf1LnfOcBOacY5pFA0DroUsvsZjenEz8RBt0xsRT9ytGOvZeA2BFFeYeUDwoIFtRJJzqV50MOvCJJOnt9dvpdO3yUppARlSTBdIM4Y+FVFnFeIRBe6VCJYCMaIY4O4lsfIOEQZfZwhFvT6HrJvYPfQApWyBKk/+xvbQBnrr1ki1bHTW+0ppyURsSTKK/ypGAxFp5NBKYHKpISmwI0MxBAQOgZZSdjo5lBKkPd8PDuivlTCrhs4bZ2LLjyD1NRbc8NJsJ2YYmZE2R2x0i0QNlzCRPByd55lR0Mgg5qNXxXkxgcM4jxx1sAIHMQoC2lKlFfsyDZYzhVZc3OYQ4FbF98WGZlgGQmuDOklLpeaNfyOg182EEmRUdUgyusWl1Bo11q81bJzUq25zwpN1RGgOrb2cRhbP7uvF5zhFETVGJGY38Z+qzcIRHpbb4SaGRjZ4FcEUQ4uNav0ohtw6gZ2P8YI5dZ9Tmger+hWbjLimfZOzIFApAoZKayB+u9R6v+X6y0d7MJIMe2Ea6cnWetOIQ70+bE7vsWfnrmZ+c9KlCn5uneI5yfncZ/OMfHCYOuGKzq7Mzz83fuZKXc4WFvHGk949tIRSjsm6c6byO0Dwo6D/ZLEHKVsvD/ggwdfYZRYjBKbr798iIP/3oTBAFWsoHI6QTQJDdxcwHihT8UdUDRGWDImI0MskbDNbVI0h4yZXXZZm9ybPcuPPfAky3GZf3ni/ay/NoG0FKOZBGknfGH1KHkr4PafeAWJ4htX9xBvZoitFOkkGFZCc5Sh3fOovabIXR3S2+Hyvj2n+Yo4yPJwDH9ccc87XyNrBjzyuVtpnvKQN5rYRzoMazZXphxSN2V65zoZK+LS2WlYMVADkwevHibs29SPWcg4w2hMFw6dpkTUM7h1ReFqxKhmsnF7glXx+fD+V7g1e4l/9NKH8J7JEfRMNoIcfmIhcxFJIph8HvInN7n0YxP8g7d9jS+tHWHp6xpwIW7pMFHocfWVGbwNCAoSv+xqj/eZAov5PO+4/SRvK57jl09/H9u+0r/OaEs8rXunGFEr96h4Q+4fO8d35k7yH9bezYvfrGKE8EzjEImXYpiwfotB7oY6/+Hg5/jU9O08e/UoTsPA2OWhJGT2tvlg6QUA/qKVJ72WYfKZAWZnxNq9VfrzMJYZkZc+Fwbj+C9V8FJYvysGR0GYIGKB3TDw1vXxREQaMFKa6lLJDrmar9Jv2FgdSeG8xpjHrq4ZVc6MMOt9Fn5wnLuOXOCpc7swTphb+XVb0V0Vk8jTk3Rqgl+RdG8IIYXC4yUG9QITrQirF2OMTBIl2LljnXfcdo5Amfzxs3dy4isHKC8qZJhiJQoZ6oLtm11v3oH//9OlFJgDgdMSJIlgm1PHMBRWc4i9OcDoGQwGrp4d+wHSjyHVksBR02OlrdW6FWtAnFWEFVdXelNNMXkjR91xQ3a5G+z0Ntnh1RGZGGUaYNng2CSeDgOkbxL4FkFi0ItcTvenOD+YJFKG3kUYAXmp+W++MrUM1BgxaXYIfd2DFimQi7CcmFQJTJlwa/4y9xfP4Dmhhv9bKcXikHzWJ0kFSWxgjlIt9AFqVp+sFxDlICqm3F64xI3ZKxgBZFZGyBgq2SG5vE9ajjBKIVPZLrPZNuQiorxWlbUaOWTXRBmCxNYDPXHQcU6xbn0aQaqDJdyUfNbngLfCEXsDKZUOyRgKGn6WXqiPPwidQiPCiNSAg+4S09mOFrVIiGOJH5soS+mYJ5frlmIEIDSbzlc2xkhg1HvIKCGoOAR5qWXKCjwrYsLrMWc1mTMltoyxuwqnrXBaAqepxUaJq3AtXQD1jJAwrxl1o5r+xzQSrkQ1NoI8cWAiAzC7PqI31PfFU3imlqvGSuqzeQIyF5ErDzVy29SUYpFuFX5NhbL0r5NUImWqUWpbQQ8iUUR5HeghkhTR7YPSQSh2JiLMS6Kc3va/Eerxxr1la+IThg7YcJuK7Gqk252jCCNQhIFel+/MXuCu7HlQAmugGREi1loNmfyVn/vXXG+t6y2SRE2XzECrsaKhzanhDMHQAqE9NHZX4Hs2UV7Q3Vektd/AvKlFbyNl8nEDJfK8+IE57ppfgLkRy/d5mAPIPJ1FRoowq0iLgmEzwyev3criWgVzxaGwIojHCohKjtGUR2ILigsJ5QuK4ZhLZ8pjMILhkm7BlT66xEdnnqOXeKxGZZ7q1jjXniBKJX5kMvQd8i+7FK4mrNwjuHPPZSacLgczKwD0Eo+L/gTtSxWqrwnqd0r+zp4nWQyqfH1ln56cxJYCLBZshHnCeOtxpNBMtBY/LCp62zOMdoR8ZO55XhvM8USyC8eK2Z9fZ8puUzw8or4nxzPP7Wf+MxIZRRhBSli06O6RGJND/KENgUQok9yqtsYiFEFk8Wert/KgdRTjlTzjT2/idiosFKZQlkIEejA0Dhp0dsxh7e6SKMk7y6cpfveIU+0pNr40R7qeJX1XxL13vc5Dzx5j15+HtPa6HPruc8y4bb5w5ihPrB1m8mSC6A/p3DrB8MMd4kRiXijAwGFub4sfHXuKMWOAr1Ku9itUzvgY/RAjzBPmBUFZZ+xtvDrBT136GMpOsfcOiKUiSQQqlYzOVvnlJz+K01LML8eYwwCimLSSp7c9ZXL/BnsLGzSTHEVrxHBbDApsOyFJJHQt7LbE7glkrCdLd2cPKVN6F0v4PUlSSCGb6J1nDGFVUHv7CoZM6a5NU9lwQWlM2KGpVVofzbDSLJJ9LIvXSIkyGmlthJrtZXcV+ZddZAyZzQhzGGFudFGtDuXiTvxqloVJl9/L3EPWDDDyEf15qdvOg4gka5Hk9dHpza639syuBNKXW8ktGvncjV1UrPXIQulzt/T1OdMvS0Y7Qn7lwMP8tncP7pUCxjBi/f4Mo8QinxvRnpKIaw65Fb09CvM67laEkvVOHnPJoXQOrGGiz5GmICgaJBaULgXYKx2sfhEZOXjNmMzzV2CszOb3epSMIb3Eo5e4XBuUWVyroEKJ8DWhpbyW4m4GIFyOFq4xZvbYY68xSB2eH+5iPShgtyWZzRiU4C7vElkZ8KjYuxX/o4mpQqGr8wo90ytBJ86QGpplH+YkXmHAjd4VeqnLc/Y8nhVTNIdUjT5j+S7k4Rm1n+zJFa07z3koI09qm5SyPgOpiGyT2NOrvpLfZshda5dQ6OKmWrhGppLFqWdIHLW18mh+n2/AXKGPryxmzBbHqkt80TrGQ9emKby6yeZ3FPm5scd4qHAIa7WLsc3lu2uvMGc1+EL9VkpnBN6aj0pS/JLk+3e+zMKoxjdP34A5FBTMgIN2j1Apein0QodCa4TsDbA7GVDf1k9YfYGxbDCakExv36DqDhjGNsPIZvNkhsnnRpidALnW2LofGZKMTVJM2FvapGwO6SYulkgxCxosYRj6HZKhliLLgOvb7NlilziVxK0ymTVFuk0Q5r79aicOPDB5hrzh8/HCjC6QKvATk9lMmw9OvMwzpd08/spNWEOpi3fm1nk71sXSzIbCiBTmSMuKCULSXg+r7eM2bJRlsNCtkLcDpJEQ5RKUaSKiBJGamq0o/pYU6ISVIiYCwlDv89yKz12FC7w2PU3nkAYeDnZEZMeGDHJZwpJBoTLAIGU+3+LVu6cwRiAsn4vtGv3XK4yfUvS2CRo/MMTv25Sf18SY3EyX79nxGp9YvZvsWoIyBH7VJMpK2vu0sEHGDqUwhzGIKJ8OCMsuax/ajV8VzGeucs6fYjUs0gwzLNSruOdcXQgzAAGdHYLu9gzGZJ9+4vLw+kEWXp7dKgQpXbCZD1ndF7F3vMGXejdwqj/F+noJOhbDMUHs5rHmBzxQOsW1QZkLuQJWX/DZL9+NjAS1cyleI6axnOOzO2/FEgnvn3+dC4NxfuvRd2GOBHfd9zp/b+JRdh9d4uLfmdfprIUEEUkKFyS8WiXZCWoqQIZg9WLUpMGtexbYnd3kwSuH6TWzOmzwwC6GkzrNRMaQWdE8/bCgnVnL4RS/cO0jersYS4yewUyQENfyWOc8vsf6GZwFF3+7ZDghyBsjImXibkhKl30S1yC+aTt2X/GJz7+DdEsrERUVr7em+C/W7Ty0eJDOxTIAax8Dwy9TuKBZepmNFDagcVhQu2Wd3dku91YusB4V+NQjd5O7JginFRd/1KBwssTsX/RBSsLZEn7FAlJWhwXOt8cYBjcwGDokTQdlp8xM1clbPq90XGLfAiEQShCWUu6uXaIbuzzsz5CpJ3R3GxTG+/TsDB3LJirFnB1M4CcWblvpaOdkgpwV0I48vly/gYvt2nV6buJoCGp/O6TTAalvYDYshBKkhgtCIeIcIt2GMnVhN81FuGbMMLKxXs1RvZqSW/aRQx/lmtePHG92vaWD3TITJqsdlrsWIjKYKva4y7vC87VdPL5jAiVgcn6Tg+V1XrOnaeayzBQ7SJGyPdPg2aMjkpGBYSqanSy104ryX55i+FNH+PNbfpsnhnv4rdc+gDlSHB5b4+9XnuePvTtxV/tElQz9aZOgIpC7elRyI/qr42Q2bbylHurMZYzbD9F724iZWlsHR/hV6kGWTuDh1z0mL2s6rV8SJJ6gtyvBqATM19oME5uLCxMc+L1NRBDi7xzDr1nwE01+a/8neWKwj8cae7nSriDrFoav8Ul+VXBgYo17vVWeLqxxNjuHvWIw+2gPozXQVlDTwFur8vTGDo5Xl/n58W/wp9zK0sN7yFxuc+LADHMzET83/w2eLO+jZvW5OXOZh7tHeOYbt5J76hLpD+yjM6krwmY/REmHj4w/yxF7gwevHEa2TVJbMNieY1SVpAaYgaCwGGF3IgYzLkFekF0GIzQxgxS7o3t+iS0JyzaliynRag5SRX/KIqgq8tLHTy3cusK5vEn/yBTd7SbZtYQdf7pJPJbn2gNZ4lzCSrPAQ/5Bkseq7P/iCqsPTPGTP/8l6lGez3Tuw+kp3HqE1Q1YvyPHnxz4Y/JSkAKPDOepnVBUn1jk9D+b4ffu/Tg/bf0I6iEbDMlozMYvCyClOcqwuVrEXre0KAuIirA912R3ZoOzxQmCztbQUIK0EHNv7izLcZlHg9txN0NSw2NXpc6Gm2fTy5ExE5YHJZqDDKV2gup0QUHODFkZFrnYqDFoe5S2iA+JreW41s4eP3/wMS7543xjeQ8Ah2prjNl9Zpw2E1aHZ7q7eXp1O6aR4pkRXd+lejom962Lmp24tbq/ERj5Ztdbu7JvfRK7YZC7Btd2lHlh2xznuuM4LS0ocIyEmtOnmhkQxgapErw02MFGkCeT9fENi2hgQ6hTSWU2g0jg5WBOgwJnU4KSZNPP8SfdQ1gNEzEKSZwc/XmI8ilGIukOXdKsojdrYgRZnEWPIGNQKnTJ2QFPndmN6JtM7N3kgemzxEqykE4hhxKnpbfBZtVnbqzFtXqJhXNTWD3J8nvHdQswVCSWIOhn+Ez7Fs73x7nSrtBaL1C++EavF+KcIlYGFyOXsjWkvL1FS5RRpk5ETT0bZZvYPR1KsLZZ5OnV7XR7GQrzJqNqDT/s81vNW3i6vpMLy+MYZspn8sdpt7NsG6WIXJbRuGL//Bpn/Bma63n6s1oDv554dDdy5Jd0oaw3a+CPKdT8CD8w2EgdrIHuB8tIk4aCKjgNk9rr6np1GaXTXWUkGEwZ9OdTkmrEH23czWaQw+noZ9/dZtK5xWe45KDEGLEr9eoeCqKhTTeVFAcKhiOcjuJrm4cYRDZ2F6xBgtkPkT2f3JUCH7vwERwj1q3OUYbuDkmcmccYKv7eyx/BvuQRV7RhqL1LEpYVM3MNbh5b5HxmnOVakX7PRS5rIcqmn0OKlGAxR+msBkiGJQUSnujvZ8kv47ZSzNaQ4gWPV41dGIG4LqkdHvFx7YjmPouyOELiwjMr2wkiU9dMQt0OVlK3Aa0u9JZz/FH2dpJUEsYmUihWh0W6oceqX8QzIoLUZGe5weqgwOlT85hdiSyAvHUXMkqvF+acZoSM37z39tbms79Bn7kCY8+2GI1V+MKO41xaGmN+KSbMGbhmxF53jbgoKTkjWn6GR65pqMD2cotBZLOwPo27IZFRgioXkDH8xcZxXCNm9sgafmyy0i7wm+v3UbwEtDrEmTEyx5pk7IiV9RJRx4FaQlgWCGUzcbFAUDK5obZCimD2SwaFZxY4/e9m+cdHXuLnKs/T2C34xnAfv/rke5BDg5vmlnhn9Qy/9twHOPBbi6y/d57v/fuPkiL4/efehtk0iesZPjm4BRUaiFCSu2Iw9ZVrICVXfmCGsBYTxCZPDvcyZbX5Nwe+yG/k347vTEGakmQd4qxJZj3B8E2cjiR3NaYwZnL1u7S2O+g7/OGzd5G7YLHtZAjCIHFK5GOF1faJx4ukewf82o4/5w+Kd/H5zDGKxSGhMngtmCN33mLi+SEbt2ToHIzIT/T53m2n9It3oMhmkOPckzsoXoT+7pgfvO1Zvnj5COHVbw9imSisRowMYpqH8nz0XU9yrj/BY88dxt2UzCwPtbPvWMTX7/sv/E7zbj5TuwXh6/OxORIkqYkyTNxWStrukFsKeP3EdmQMUysJTiPA3Oig2h2mH7fpLU0x2qo/BEWB894mxyev8dRfHmX+T1OSwojhtMtgysC4rcXR6iZ/d/oxbnMG+OMJvlL8bus2PtG6GxQs94qsD3OMvQSVr52n8/Y9rOxKEUbKF67cQKeTYdcVH3V5kclOn4knMpAkiChmcGiSxh6HbeUWrbt6XD1mI9sp4pUKqaWQrr5PQVURlnQScaaeYvckwysTBGVFsltLe681SigliCMDlQh2zNT50dmn+bh/F9v/Isapj1h6oMTmLRKrZ2L2BYWrKZWnlhHBm0fCvKWDPd3yjAdlwXBHAWXBhWYNNTCJMoIwJyjYPnljRDf2WOkXGUUWQWRiGilTXoeB5bDAtBZ/AMo2MXzF6fVJsm5IzgnI2uFWe0QxqmWI980R5iWtjTxtK4WOhRHpl+SNF2VweJLhhGRpUCJFMKpK3H3ToARfG44zabbZudVvF25Cmuj21OuDGYyRLoykJkxYHXqpu+XIE8jQILUNkpyOGw4LLmkpp7/fBgxFkJisBUU6Rob1qMhqL08lSiFJkWGMYQiM0MAItMgjztnErkSE4A9t5KaN3dUtG9NPSCxJmtUFm2QmgzIgGsX8YetOro3KVCt9bCPhC5s3sunndFz2KNKVZSfFtWJyRsAwtbnSr7DZz2L1BdYwxWwbPFPfwbDjkXe0ZfWvtpJ08U/Rjx3CxABDkVoQ5yzMYhYMxUCZxOlWG0ppOapItW489TQjQMzPEOU0MEPEAhnHKCmIJ0uIsSJJxsQcpiSO1HFYliAILZaHRaw+Or3WKCAqOjHIMRNcI+a5wW6uRS2tSRcxr7TncOoGylTEicQxY0Y5AeNVEguMgSQRJmlxKwDDlAjbJh0r4U9msZs+5koTc5TQr2e5ClhWgln0GSSCKLYwQjT1eOseiRScTordTbTEONB9ym7PIs0Icnkfx4pp9zyiLaTVelzUVKExi9TSRW6rt0VSziliV0CcXPeA/HXXWzrY49QgiEwK71hDvCvFvzqGfLpGRkDzIASVlO8vXWHebPLS+iz91yvEuRRKEYWMz4erz+Mri6ecvVpVJCHJOeRWYuSDeUZjAv+uNnOlNu+aOcuM0+JrlUOcPjKJcQn2/IF+odt7HaK8LpAkNvT3RMy8bwXZz3HpxKyuHXxonbF8i8uXt/PPPvtR7IMdfvPoJ/FTi1J5QNfMsHBmisXhDLk29I9OMxoXNJMsJ3szTDwHxXMd4rxOErn2LoOfvfcJvj67n6vD7TotpqrhmM2hxwk5y7V6ifRalsyawGrWUWGIsdbCEAIYI3FcBhMGa3cIRCLIXxZYfUlxIcReH5AUHKKCzahm0Dyo+8mqHCHMlMJLHs9/+haW7jf5xe/6El/ZOMyF39tPbiWitt5BjEINzLATXFPPpGd7E9S/PEt+KcHb9DF7AZlVm+iJcaYKBoMpydDQWC6RKESixSUAD54/gmkllLe1GE44NLp5MtUiRAm/uXE/L6zNY9VNzIHA29SqsmBfwJG5VU7aM4xqE8gYvDXdS0ZBWLRZv8XC3xHgXXKonYwZVSTNG1OUlWKfzbHYzzN2NkSNfGTXwq1bhHmXMJFsjnJ8/Mm3k13SSrU4p8gsC7Y/1cKfzLJ+0GRPdZMXbq4ynKph9aB8WjGYMansGmKbCX6tjD03xcL3Fpm5c5nLL82w83Mgw5TJx2z8UonhvX2Ozy4R1gzC1OT0yXm2PRRomo72ECN7Q8QowLNMlGkQTZVAeYwmTO594HXeXTrJx1fv5uTKNN2Ry+cWj+vF8iNNGgOX0ldMJp8ZsnZHlv6RAL/lbLVX3nz8vaWimjcmnYPldd47dUqTORsKI4CwlEI5pGIMcEVMlBhbXmqJGpoEkcmYMWDG6ICdkjgQu5LYM0BqZrc1UPgjm26gz2B5OWJ7tsHcWIvUBvPSKubFFYxQfxAjAKuvV7P3TJxid6WODAVGINhRaHJP+TxpZJC7Cv21HCf9OVajMjknxHFDzJ4ks6Yf3mDCIMop+olLP3K07jxIMIYamAAwbbWYy7bwx1L8cYXKJBh2ShwbNAcZoraLtyFwWlsriOeCY6NcG2VJEkvHMqfViLiQYA4VbjvFavrIRhsRp0Q5SZTVkI80k1Cu9pisdZAheFfbmEPBjNVCCkXxSkDm3AYijEkzDkhIYkmUSiwZE6YmbkNtBS5ogZPZ9XE3hti9RE+2NoR5CEr6jBvl9Q4njgzSVFDyfEq5oYZIliQowZVelcFI/3kIXe03AhBS6ZSdbKgtqDmuh4ZoQ48grKTMTLUIailhThIVBFZthFv2NaJ5Y0tFViqgXAsZJRokqgSx0vWW/HJCZl1z29xWihj4GGGKYaTkzQC35ONPxMQe180wYWKQpIIwKwnHsgSTMe+ZPEVci3R6UapTcbxGSjSyGMY2rhEz5XVRlkL6EWKgiUSyP0L0h6jBANXrQ6ev72tLc/ALps9Os0nVGWDbMXFsUG/nGIUWh2pr7BxvYAYKa6WljV9GSmqB8hxd0H2T6y1d2U0jZTzX50B2lYPuMgjwGilh0WDm4Dq7inVKxpCucnjb7GVecWdYPz/G+FMGnT0VXt47z357lQ8cPcHlXTVOnp8js+AwmknYs3+ZXi+P80yZQS/D5ycntF5+y7hQvAQEAUyNU/8un6NzS1z4871MP9ZkMVPh5X3z1JwBD7zzZVZGBZ5/4gCnlg8y1lNYw5Ta8wa/ffG7GE0o3nX/K3i1kK+9cDvVUyFL91vsveMKsyLlZGeaMDUJf7TFUmTSr7vIvkGaSfgXL30Aw0wo7m7hWDF7SpsUzICvXjhAfD6PN9BGkignWHp3hdSsMJpKUNkEQr1tRySwlSCbuAK/JAmOF0AV6M8Lgp0+ctOm9goktknjnjzj4x3EuxssvctkW+Eqz/d3crVVpmoIkrEii+/OM5qNcVeh9LTD2vEKR/YskVYkf7B3B1HWI7dqY3diVu5yKd+9xsqVLHNfiYk9SffDPW6YWOG5y9sxll2MXX1+bN/z9BOH17vTRIlBuC0grOnX7fylKbzKiJvvPcX51jjBQ+Ma2HnF46n+HuxNk+yGYDSlyL1vnZ7v0H28jNtQkCpaA4/c9g7J7oSZbJ8Hxk+zHJR58PQdCAUL77eY2peycaLMjr8cImMwZErRHnHt6ICl7Q52ecBYsU/Xd1h7oILlxnxg2xmm7A4nM1P4lsNoR8hol865Mx6ZRAlo35JQfwfMTdQ5259C9E0M3ye1DEY1TeEZ/7rFZrqdc4cEcm8fmYs4/xM5RJDHaUjMEYy/4uNc3kTlMsQFFxmnVF5t49VzfOv+Xex21ylZI45OrPDMpR3kX/AIShlevVEfN8a6CarXp7AYE+U9RALL3zFJ+Kf2m4+/t2aY68sQKQXbp2Z2md6KYDKHKUoa3DZ2hf3eKq4M8VOLG7LXmLC7/OFCldIFn8TNshRW2Glv8N2ll/GLFr8WP8DFeIrtu9f5b7s/xR+3b+Urn72H4qUhwymPKCuIHe0+ymwmqCRF5Vy+Y9/r/GztCb5P/mPS1y+QuflWNkZ5Jkor/FT1W5wIpvnVc7sZe3SReKZCUHXwNiOsl4a0bigx+54W+9xVvu7fjnutQ1Qs8x+3f46nRzv5o8U7yFgh/3zfQ8yZTT5efxsnGjOsrJUxLnoEtYQbblhhzmtxNLuIKyMeig+RX9na3iVactrfFWMUQu7cfoWDuVWeb23nYqPGaGDDpo53Tk2IM4IwryWkyc4Rd++8xLfYTf5KijIljZt0oMX373iZ78y/xgv+Nr7R2q9jp01JlLcJD4x4YM9ZHnv0GKWLIb3tNtNmB99dJawlyMjEHOkterB/xF8c+gQ/5nwf8R+NEWdN9k0v8kuTj/BLow9zuT/J7lqDDxVf5nJU4Xx/XA+08oAwbzDczGLVTWRN8bGJb/Jo5hCfd3U3xmlKjNDCboPbUgxm4WPbv8VKWOaPX30H1kCf8cPAYtfMGh+ZfI4xs8tOs8NJe5wvWreDgtn963z10Kd5e/oReDCHSDVjL2NG7J3aIBo32FPY5IbcNSJlEKQWlkiYsNpaE2Bqo0++PGRnuclrC7NUTkudnnp3j+/cdorVoEgjyCJDgYhTsA2ijGYC1l7qIK6ukBoH2ah62GWfm46dZxjbvL48xahjk1u2sddc4oJLWLax2yHmhRW8ZIqr3RxXgxqujNieafBUvIviQsywZtDY7emxFKSoMMJphmRXDEZjgt7uhNT9W3JmD9oOp768jxf27KAy1iUdmazdbhHMhuSMgF7q8nzzOIPYYcrtULP6WBWf+tEsw0nBy+05FoY1TVft2OSnetx0+DKd0OODr/4k/aGDOipo781pOOJW0SfOKoKyiUgOMJg0KJojEiXg3hZXKrci9/f56MQpttt18kIxaXao35gSZec1kMEFI7CwBi5+BR5aOcQT1h7CAjRvqiIyEU8M99BLXW6pXUUKxavDeZ5Pd/LQmUPYCy5upLeEcUbSDV3WZYGnkj3EqYGx4pBdTRhMGHR3QeKkYKWoRHCxXWNzlOPSeg217mK3JdklLdgZTWhqS2rrDPOkY/Hk2T2InsnanQapCbI0QinBY5t7eaU7R9EasSPTYGMiz9VbtyEjMK0eV3pV7I7AqY+w+g691GYtKuKsm2TWFMNJQW+7iVwxuO3BX8JdNxmvxgRFyfn2GJ/zbmIq08Xal7DUKfLur/0iJAI5kihLMbG7zr7aBlczZVqVDAfH1yhJn3m7QX93TFAxtmKhtbIs9gRJNSQjA1wZkXhKA0m8hIwT0QsdvtndR5CYtEJdzHUbmji0fGqC9/D9bFyqYkxrBWLzWomn6nnsJV3MPH9wgubeDIu9MsvLFYi3UlgVyJGBGQhEeci7xk5TsEd86zsO6Fz6CyU+c+lOmPKZqHQx5gec+8k8MhBYXV1ovPSDJVKrSOqmYOoAzVtLC1wejXFyfQdeQ9I8pGjcUMNuCby6IrUFucYYcdXDNH2C1ORz54+RLmSRjmLxfSnSV3hnXGQCq3eCuvsI2WVFbiVmNGZR3tai7sRvOv7e0sFu10ds+70L9O/aQW+mhtiXMH77KpPZLkVzSCfO8PTyDoZ9h6PblpiqdJirtVk44qGslPP1cfyRzcQXHQrnu5z7xQz/9vgX+cXL34f4UgWnKKg9sMxcrsWzV3YQN12McsBkpcvGRIG1jEdUSCmbOvf7k8f+gOSYIC9i8lJgCYmFzZzR5+YbL3JufhwJuEIRxgb9wCKJJcsLNV0hLuqkFTsT8nhrHzszdd5XepV2kuXP1m9lsVsm/5LL+IkRo5q9da4X9EIHpQTn/TGGgU12WZC70mcwUcTb2wZg0HdRiWBjs8CGKmKu2GRXBN5mSvFUm6iWobvTIa5F12OMrYaJd84kqCrU7R0ydkR2iw1/fmkCuha1HU1+Yfc3yIyF/MXtHoPAxhSKlW4Bp6mQ602sfol2mmE1KpFdVuSXY9oHDEq7msRfrzHzyQXUdI3G8RJ+VTDYLPK19ADvnjnDj088ycee+HEO/HoXZRkMtucYjhlkDkS8p/o6S/kKG2Geg5kVSjJml73BgX1LrPXy9PoeaWgQZiVRKClUBmRlQEYGJNmUKGeAm+LaEV3f4YX1eTp9F7WYxewLiusppp9SO2HQuzRFUcBgUndccldMZGQy+VQP4/IKa9+3l1cL0/jX8kw/zRazUFcXu/NafGUcSPn+/FnelT3LN4qX+FZ7D2d//wDVU0OuvStH62jMbfNX+Ee3PcwTg338p2++GxlIfu6dD/PTpdP809V7eej0IWqZIfdlzmGg8NYkmTXF6Ls7/OTep/nds3cxeq5Iaho4k3n8io1laLiJ9UqO+b+sc+WDNf63j36eT63cgv+r0xh+yuAfdfgHux/hn33xI9ReGqIOFvnO+VP8sT140/H31mrjhUAYEqcVkZqCxDVYkuOs1fJMex0GsUN/I4vZMblSrDDtdVnv5rFaEmVIhr4GEfRnJEGxiIoj/t3qezhzeZrZzRSRSNpDj7wd4LgRSVFSyA+ZyPSwZMqKTLEEfH7pOA/bBzlWWmKXu3H9hfKVRTPOsRqVOLE0Q9RycaojJks9NntZ4q6tq53GliNqpB1VQcPjBDNsVnLMOw16qcvaoEC751EYKIx+SDznMJhTpJZi5XIN7JSZ2SbjlSbn5gq0DunY39HZEkkmxZoYYbgpo7aLCDRIYTSuAzHyGYvYM4hLCW4xIFjPYHZ1Mk5/u3ZjhV2XoXBAaUeguWlhdQV1Kvw6b0cpwTCwUEogTR1QGXsCVSmSONBOspqVNyZAmKRejBQwmlR079mJX5Z6F+KlIKA7dHmlPUcn9hAjg3AsS5zVZJowD621Kv81uJfJXI8Jt0cnybASe/jK4kBhjZrbZyOXpx86DAKbUaCPH//24vvo+w4i1N0FNx8wV+h8+wU2EtaKDsrQiGfT15hpGet2VLyVhvSGTz/JWBjlon7/EklaiNk8ZmH4po7ASqA/r4irIbdU6jRT6KUWGRlQsQeMxgXdYQa/ljJf6LPYq/DzvR+gF9hgpaSm4vNLx3i+s53X16dQQ5OW77GR5LBEzGBviD9mwtDhjy/dxrDrYlb1vU8cjzgLMjG40B8ncWC4vUicUSwEYyglaO+yMEeKxlKZfxO+D3MEvT15Ugs+f/ko9eC5Nx1+b+1gNwzIeNhXG9hXFIUzujjRuCHLi6V5wsSgcMYis5GyYZV5GhhdyVM7rx+eESnCnKTz3j6HZq/xzKt7OPGJI8yuJhROrOFsq3JpTWevV7ND5kpttuea7PA2tUll9xqP9Q/y2T94O1yJ+fQ981T3NTTIwIxpDT1aawXkwKB4TuB0FWv3uuzZdpnVVoHcRZPEg/DAENNMUBs53LrA2zSBPFfncjxkhcSpZGWtDB0Lr5Fi1LuMqkV2336Fs1en2PZZSewaVH5+yM/OPMYfWnfx2s5peKXAnk806e8pMvhJn7lCh9fWt+OsG/jTMZk9PbrZIvklD79iMDG/ye5SnecvHKByWrF+Z8qHbn+BF+rbWH96GnOoK8ki0cmnTivaoruWGdYMhrckGPkIx4qxzIRuBXp7S0QFxdWgBkB8pE9zYOMVtRV3/Pg62VtDJm2fHdkG7SjDY5f2MKpnOLk5z0k1j92W1G9w8auQv6mOqcD+eg1n0ebUvVXk8QUsmfCSsZ2SMeRHq0+TFTGbicdA2VyLqlwNanzy7M1Yv1elDAS3CYKxhBsmV/nOsdeQaKXYYljjMWsva508/kYRGWqIhEh052I0kyBCgbeusWWjcZvYq+rWW2ywc36Dn7n7CfzU4gsbx+lFLj8z9TL3Zi7QTF1OhxOAjvfe6W3y8PEea9s8du5e4x3j5/jdZ+9h7x8ExDMe1veNyHohwy9OsHm+jLvTJp6DejbPK6PtTFktPn7fH9BIcvyTL36U7DM2o8MG5vE2rhVT8kZEicFaO8/rV6ehmrByt0k0FvHE+h5SJZDvatDue0x+yaV43mD9dsHK2xOcdUnhswVE482H9FsrqnFMRrtrW+zuhNSUW7JQqHezxLFBaaCr33bLpLWZxwoEUVZz05yO3maFQ4tNP4fYOmfFriCaLhMWTeRQ0ut619V6K8OiFq1YRQapw9n+pPZHNyKclkej+W3rUjo0sTc0qtjppljDFOEbbPo5kli3+JShUUymmRJtdTkSRzujlKVo+54Wk3RNrK4gsSGarhAVoGSPMJ2YxHFJTUFzlOFsMEU3dElTgTAhyTvEjpZOdkIXORKYPiAUlcyIvlPQBadUt5NA01eijABTIYUiSAysrkZzJe5WgqsCI0yJMwZRRg8Iq20Qh4KhmZD1Ap3rntdfWxjVGMQ20ciCUGKZCWPZPgXbp2IPMUVCqgSD2Cbp2lhtg8TRnu/U1HltUSFlLNtnFFv0hgp3M8AcePQih7VRHpghvwVwzEufOavBnNG9/jxcJwLlIBLtsU+6BpeaNZ6y9zBm95hxWtSjHBu9HKOeqx2nUj+PxBbX6TsiAXOgwxTCnCDMmkRFhW3r8+3VsEaUmpgyJWuGTFod5kzJSmDxfH/n9c+zGeYJ+g7GQLLWyfOyM4fZNjE6baySQxIbhLFBdgRmL8Qa6IgqNTLYCPM4MmLeauLKUFca3xDZbL2rbyQDJ7FWzpFLiLIairLWzmPbMZWMrsFEWY8ka5Ga+tkqQxE74m+0uL6l+ezF/RPqtv/2g1xrlfCHNqprY3YkRigwhzrwrrAYY/W1S00J2DxmI25v01/Nse1Bhd0JiQo2iStYv8XAPdRGAWkqGXZdcq85mEPFcEoQ5VPsrsTq6uKYOdL67sxGjIxShpMWQUHitlO8DZ0kowQgBamhI32b+00G84ku3khQTkJtUr+QzQsVnLokPtLnA3tPsjCo8tryNFHLZfwZA6ebsHHcJJgPKJSHHBhbZ21Q4OpiDREYGD2t7zdGAiPSOeLxVIhSIIYm0hfkrkictmLjroTvuOlVvvzyDez7b0OissvCj8D0ZIv20CMMTIRUGEZKeDXH/Ne04mzpPpN4LKLwuk3pYszGTSZ77r/M6eVJ5v7IxOrHXH2vRzQfQMvWE5QLSSHG6BmMvaSxTNbH1vi1PZ/hbDjFqeEMr3VmOHVxBqNlMf6iwukkLN1nUjjUYBTYBCMLNxNyfGqZ9VGe7h/OUnmlxfK7K4xuGhL7JqJvIAOJ3RGktuJ7v+sp/vexF+mriF6q+J3m3Xzu0dtxGpLKuQS7o003yhRsHjPJ3b7J5lqRyUc1BSbM63z27k4IpyPEwMBpGNgtmHhxCKli4Xsy5Pa1mMj32JZr8s2ru/G+kUMZgvahGKsU8IMHX+SDxZf4369+N2ef3rFlydbPafL5AHt9QDCd00q/VPf1/aJB64B2p+Wu6mf2BtCzs1NSuHODrB1iipRYSS4vjmM0NdRTOSkilFgdLRSLajFGNubGbYvcWznP71+8k+ibVcKionhjnbI7YhRrZV3jXJXCRclgTlE5usmZn/84vfNr/0vxT/8/ucatLj81+ySP5g9yuVdlNV+gl/NI67pIZQ0U5kije4x+iPRDjINjbKs0OT10EMrUIpWGLkJsHhtnW7lFyR4y67Z5rrGdxkuzOF1FnBWIVOJuQnYjwRymOE3tL4xyWnJoDXWccWY9xLnSQFkmad5FWYaeUEz9mZy6oSWJlQjpJhjyr5gNBBRzPu8qvM4jHOaVaA5jKHFbCXY3IspLds5tXiejFByfiek2nYGHWM3jNjQ/TEaaKb5tpk5n5NJplTEHmkwqUgWGomCOwNLGDKEUyjfp+g4ZJ6SUGdHoZRk1PbyWxG76JK5JkpXkKkOinE2UlQSVhHePnWJzmMVdd5D1DnZ3G+HQRJiKOI9OVu2YWB2BtxnoOC0r5Jht0k7bnGKGfuhg1S2cpsBthFj9CJGauFaMITVV1rFi/MTUsVeJQmzFHSWxBF9itwzMIeQXU1JLsDiqAFpr4wiYsLqkYyFh6mCMUuz6ENkdwshnVNlJ+2AGs2FRuDzA6AX09pZ0TJQNXsFnFGaQoV7RjY4PEuKcw77aBnkzIGcEBCOL2dM+BTw44AAA0UdJREFUqSkZTtmElsWKX+JatsS1donsskDE2u5rDVPchQbp2gZeu4yb9QhminR26MXHGoDy9U4qygmsPliBDr0YhhZJKgligySRGE5CWlOokYHRMzACTW9KTYgqAilTdmc3uS9znj+xbsXaUIhUaJ6f7XN7bYGyOeDXl96F04HBrOBIdZVF682DlN/SlX3vEU/908/dyL/++vdQfk3SvDHhgRtP8npzio0TE7hNweQzI6zmkPotFXrbtqB/CThtqL06RCjYPJohqLBl+ofewZB/csdXiJTJo/X9bI6yrF4c05pnqaWYMtKCFZFoNJNOJNFbYBlqBHVUgMG83trlL5nYHXUdrZTYgsTTKafJbs0yL33do3xuRP0Gj/YBHXCQrw0YDR2c1zJYPfDHtNPO29nle3e+SivKcKo9RZQY5OyAJJWsfHWemcd7hEWb0bhO9XTurzOV79INXKJUkrEibW8MXBqDDKOhg7HgYg63JnEFpq+37k5HUbg0wB9z6fxMj+/YdopvbexiuV4iaThklozrq5XYIq0ADGYVyVSA40VU8wOGoUVrTWPAfur2b/Kx8st8unuQL6weZXGjgn0yA8BwR4TMxNjnPbLLiuYNivtve50Tm9Mkj9SwO+q6anHtnTE/eOPzdGOPjSDHQrtK//maVtHd3uJtM5e50B1jqV1kNHCQG1okkhT07qr6vEn5rM/GTR7+HX3Sq1l2/VkXo9UjLWRQjsXm8RzdXWyhsXTentPU4qrU3sJlbb325kiHQ6YWDKZ0ETAqp5CNoWPhNLUIxt3UvvugvBU+cjEhe6XP6j1FKt+5zEqzSP6RLG57i0JjwXBa4E8kZGd6/PieZ4mUwWObe2n7HvV2jmRgkb1oUTsZ0Z8xadwRYXkRcuuY+MFdJ/hw8UU+9MJPM/tfTNq7XQ789CnuLF4iQef6/car9+G9nLn+LC/+yX9itH7t//mVHcBPLYqnDSa/fIXezm18uPo8Y/ZBPjlVwsfRPK3+kP5sldwtdTonq8w+FmEECYYfExUcOgcSivMdkicqTH+zy2KmwOQ9HfZYm/xQ4QzNNOU7e38X1cgTllNkJSRKBH4kIZJYbQMZaqmnMtUWHCDFqvh8dL+GVH4hvBUl9HbM7mnMqBKantOe1Azy0iUf8fSrTLb3klsp0tpnU5htkncDVmcdzJ7GBrl1SWfMZd5u4IiYy2aNsjPkl2YeZs4c8sC3/jfkwgrOyMcaDMi8/SYO/MBVPlx9jqoc4YqE32/eyddX9nHr+CL/5uDjfG04yS+/+lFKF5PrSGgZphhRitiCDsaeZF9tg/cXX+awt8TKdJnfePxdbPv0EsH2Gpc+YiC9mNK3XPLXYvyahZv3mS50edvYRSSK1mwGKRQ3Zq7QTmExqLDaLhB3bbJ9fTb/8C0vcH/+DP/w1E8y8bVF/LFtHMkv8fL6LNNfXYeNOq33HqA3L9m9fZ2fqjxNCoRK8kRlD/9+6Tsw2wZJO8NjyW5Gyzkyywae1OGNQTnlAze9wn5vlV/tfhdO29bBn1KRAiJJwA8QnR5CCvJju4izFkEJgsmYxFTEMykqMKg9bVK67GuybZDgT2Zo7bdILS3ZNX2Bt2EgYoOwqJNjQCATvTh0bwgoVQZ04wremslgVvHgvj/lvzXu5MlP30Huco/B9hxBwcCvpew9uMTNlUV+qHiSzURyfjBBlBo0ABJBZk2Refo86m37yM9tMpPtcKlTJYwNrK1Ir9A3sZdb2JMT7M1ucKN3hcvhOJtxAc8LCUse+Ssw/vgai+03X9nf8sGeIJGJ0kjnBCJlcnEwRua0i9tUBDWHqDiJ1Yf2qSpIuPYOC2/DZubRAKsbQGphmQmd7QkrosBoZ0CoDJbjAmdDj0aSQwidG2YMJGbDI3GUjhcyFemcDzIlXfWw25qxJiNJspzjz9buQkmFOdLZ735NBzHIQFsx44zCLfs62HBblsrRA6SGILMyorMjz81ji9SDHO2VSY0vspQ+/0eSepwnUCYVRyOUfvH0D9AfOZhDGNy+S8MyFYyqJl/51nEeqh7ig4df4b7CGU53p9jcKPDQ5mG+cvYgqmMztqa3+N05k7AI3obuiUc5SX/aIMrCyok9fP/5HRDomKvMkkH/yCTdbSa7d13DMWKWrR2YowRv06K7UOC8l+PS2hiWHTNZ6uKZEQuDKq4RYYmU+7Zd5ExxgivpBBiKS/0a7ehGrL5+xnZb8fml47Q3c4yNxZiGPtaIFC5enOQ/F+/HkdpZd2lYA0OR5FK2zdQ5Ul7hSys3UrqYMJg0aB+LsAsBncjjLFMklYjWfofYU8QrWYSluPSDZYygQm5RYQ0V9aMCY3cPz46Y9HyGkUW9nodE0J8ThCXvekhkagtiV+/wgmoKpsLo6dRaqwelcxDloX6jduR5+QAhFN0jIf05D8Z9fn7hg5xemWQyUcRFh+Y+k9FUiqgENEcZ1oMCjUTgK4OKPaDnOixENcyugV8TtN9zgN6cxBq52DJhf3kDW8b85bUjfLx1B8Y1l+btk/gVyR+cuJM/9W4hGNioUGJ0DaxYMBqH5e+aIvyTvyVy2TcukQJRqEEHqcP5xhjT3xxgjCI2bisSlPSMV7qUsHyf5Gff/TB/dPE2xFcSZNtHpDkyVsT8/nXYDzcVGvipxeV4nKc7u2iHGaRUUA2wz3jUTsYMxww6eyVRKeFtuy4y7zX54/ZduJclbjMls6Z3D2ZrSJp1uPbOPKOZhKndm9w7cZHz/XHObk5gy5SZYocgMVnakyWxi5TP+VivX8G4eT8/UH6Ol/ztXL68n9KrDXoHKgzH9I5iOSjhGRHzXovT3UnSv6wye86nfghW797ip7sKd12w5091fPAX/sFRiodHXKjXsJdsCpdh/KsLAEQ7JgjLNr1dKcW9TbqvV3Hbkt6sQXpvm3BkM/sZm9yZDkhtw+3tL7Nxk4m/LeDfbXsYX1n8K2sHZjegcNXEGBkIZSASg7AguHLUwcpGRG0HYyjZf9NV/uvOz3K6XOVPsnfQDDJcaIzx6nCWSluBIcnUU1Zen8DtSQbTBnbOxF3t410OGVUneFAcQ3oxubxPnEgwFBQiPjTzMh/Jn+NL8kaKz14juWeeQ3uWmPK6rI4KLA1K1MZ6+KUR/lKe/CWD3u6E33n/71AxhvzMmY+ytl7iOw+/xt8be5xm4rIcl3lpsJ1Pbd4CKUT7RggnIgpNkliiBibOhkniKWq7G4xn+1yuVxl1XdxXbMa/uUHj9nHu/ehL7PQ2+fLaEZpDj5+8+Vu8v3CCf3n1A5x/eBfZNsg4wq/YBEeHvHvPWU63JllpFljNFlhJ8hgoZpwWqRK8EOzEbgmGUymDYwFCgt/3UErwgzPPs9Pe4LFH/y57PtOleYPL2t0pVlcw+WUbu2dgDWJEnNDZZdKfheFczC1HLrH60OhNx91bOtjrcY6/XD1KlBOEx3eR2IovNo7RauSoyYQkazMaEwSVFG9TYHcjvHWPT129id5SAWihtqKcolTS7GUJhhadkYspUjqRy6vLM0SBqVsXqZYvKrl1Po1BBFreuT7KI315/fwmQ53i6s8WSBypV6kVgxW7yiOxSbhVWBFCMYxs/C0SrJKQeAZ2qUBqCq5ENYLUor1LEjs1BtOaduJWR3hGhEGqs8KU9mDHnklQgXg6QJoprh3jiyyDuSwiVTjuAIkOS1yrZfF7JvHcGCJJSTztWVcGGFLHXVn9BBka2FaMZSS0dmeIvBq5pQBro6cz0C3ddnh5uJ1I6R3AcDaLkgKvleIXJYNpQVRUlMd7FNyAq61xzL5ktZfnZFjjnD/N8qDIILRJUt3vkYlC+YFWo/UtRKSdbokjMIcuhtS7Ojk0UL6k17UhBcOXpE7KaliinaYoLyHaPk6UEyx3dOt0zO3juDESRddw6Oc8grKBslK+3jtE3vDxQwthpASpSTu1WUuKXA7H6MYe2eKIwLGwnRhDpsSxRCUGmIqwkqAMRaOZo9nJknRt5FDq0IU4QSSKQewQpBZVd4AlE8atLnkRk7MCHejpCaKsQWpAPDQ53ZokTiXV4oAgMfmjjbvwjIhJp4tnRHiVEaNQokwFvokIJWZX0nVdPpW/hW25JkYgiEsOQUlglQPi2MXupdidiKBiE3uSKKvfX0zF3twGzxp/S+AVft1l87Nz9A6kjG5NiBspL3z1MMUWhMWIoGRg3tzihrF1zi7sx15sMtvyiJ/LUQq1qCOp5hApdEcu4tU8sydj+tNlHt1fwhwIxk7oin7jkIlfS/XZ3NGD2hwKZChoPjtJQ4Drc52pbowihnNZlu/RL+7sN2Iyi13CsSx+pUwwb+AfDpBWSuBbJInECTR9YVQzSZwJohx8fvNGpr0O3/fhJ3CE5s67IiJBkipJL3G56lfwE5PRhEJJC3ljh1/a9y0ApEh5bX6Wh91DEEnumFihaA65f/IC6+V1XpmZYaFcweoK8tfSLQCmlsTaHUHm/CZBaQrHCdhb3KD60TMEqclXPn87818NiV3d+xcjg4+/fgdCKKLZmOWK1ISWFzYZ3TvOjncvcKCwxgdLL5Ig+KGFnyGzqmhfqvAfnffQGGQYrOQBsMeGmFaCESrSRhN3Y5zMqkmUE7T36Spy7Lq4LVuny2xKnLZusyoJUUb39x/fu4e97iqTUy0Wvmtcp6i8WuZSqcg77/8Gd2fP8XDvCGd6k2SsiGYlQzxw+fRX70akEJUScFMu92p8xTnKpWGNM41JsnbI+7afxpURL7XmqQ+z9PsuomtBKWTvrhXWe3l4pEJmI91KaxFk1/TAMSI41x5HCsVNxauMmT22W3UiBPNek6e3BUQdC5noWlDmks360jTu8SYf2/MUn7hyG5tfOEyUgwPvO89t5QV+fP8zsB8+cfFW4pc0sXb8qQZKSho3z7NS2YZpwNqtLoPdEQ/sOs9jYg/ueoLsDFl6+xT+bh9j3cFpgJGJeX/xZR6Uwzcdf28tgy4Fa7gVqbOF7RWxFqr4FYOgIMk6IZ4R6aqp5+js8kQjjZVtkloGxkjQb3vkR/rcZQR6IJtDgTWIkUGKEiapq4izmkST2LqyL7cMKSLdEl+4EHmCJGcT5A1URfe5U8tExClmL8RLFMNxA8NJMIz0ui9fx/BqZ51ItELrQmOMbt7lgfEzTFgdSsYAV0Q0khybcYFhanNtUGZzkNWrrA1yq5WXkQFVs8+GU0DaCanSIQb9xKWfOIwSCyGUJuNGGkUtE4UxkLS6GXIBKEMiUkVn5NJws0w7HYrmiDinCMsusSd0SKPSaTgIha5ybQlRCp6mnqDx1otxBT+1EL6B6YPVFSzVSyS+ttmmpmYmmGZC5ElkuUwqxFZRE/wt4VNqsTXRCJSFFvmMkm/nOQrJWqPIE6X9dAaebi9uBUUarq48/3WXSgVmCCIRJIEkldALHNbDAt3QI1VarKIpSTq1N0okaSQxA0ECzGQ6JEqy7lRIzS3v/JYhRzlamdPzHVZHBSyZUDfzJEqSIIiUQSYXMEwFQVli+Fvv2RZFdtLs4FkRgdLvXCvIsBZotpwrI0ZDh2wH7J5C+CEYEmuQklryehinW/LZ5jYp5UcEYyUs2yTOKAwrRQl9n5LA4HI4TqDW33z8vZWtN2d+Ts38wi9RPg25lYjVuyxm7lxmGFk02jnSVKLU1gNcdnAagsGOhP0Hr3F+dZzxL7q4rfjbgpeDJv2dMaT6YctQ4DT0Kp69vc590xc4053kaqtMv5XBvWpjBGB39Mve3aNgytcKsJZBnE8Z39kgSSXt01Wc5la1dDNm5S6Tj37HEwC81J5nc5hl49wYzqbEGuh8rzfSY6OsoL1fkRZjDuxY4VhpCUsmSBSPb+xh4xszuie7xWT3a4qokFLd2eIf7nmEh5pHeO3PDmP1FPU7YsZm2tQvVcgvGKitpBVzBKWLIVY/Js6aJLbcil4WOmCwrLf3qaG/P8orkkyKSHULKsmmVGbahLGJ+UiJ0uWIjeMWowM+omGTX5C6/x9uiWoGqV65LT1gR1VJd3eKysZMzrTI2SGXTk+TXTQoXE0pntgEyyQcy5K4BsNxkygL7f2K0o4WreUi5dcMzJFGNMlI/2z9d0sxhwnDSZvmQf3Cz+5fZzLbZWOYpxfYNFeKZBcsgrKidsMGUijWT07gNAXDXSHTs00mMj0OFtZY9ks8cX4PamiCmYIEa8PC3RD09sb8wtsepmQMOT+apBt7XOiOUR9m6L1eZerphOGYQePGFBRUTki8VsrabZL8gSZj2QF7CptEStIIsvRClwvXJqBrsvfwEn9//lHWohInh7MsDUu8dHEbomfiNAzMARQWUwrnOoS1DI2DDnEGwpIicRT23IAdtQY3lq/x4dILXI5q/N7y21jpFui/XsHbFDrlJ9ZKySgHV373P+Gv/G1ovZkpSTkiuybwnjmPefwwd9QWCFKT5UKJhp/l/MIksq9nrjij2LFvlf9zx+f5vfzbeKp0M3Zf4C31EcOA+pFJprfXafUzjOoZUqkrqqmteNv4Nd5VeJ0Zp8X57CQvWPP0lqp6dG3NskkmZaw4YOBE+Dkbx4kpOj6xkjQmAwY5E8M3cdu6/3pz9jKRMlnyy8SpZM1NSVyBjPVE4zVTCud6pBmLxMkQVGyulUtMeVvnNCOkMciQv5ZiDRWDcUni6dBBt25Qz+cJdxt0Q4/MeorbiGjvt2nnM2RWDCqnQ6Kcwagm9W5mEGMMQszNnoYe7h+nN2thhIrccqrjqhO9c1q/RZKb79LvelC3QSg8K0YpgdtM8RZaxHePcf/e83zj9f2UzwvNV1tt6bDE+TGiogZYGMMIkWTp7gZhKiyZ4hgx1viIvuXitAzYbALgdLOonMeoViVxJaoQsrPc4LWBS1jI6m19V6ftZs+3oNFCWBZYFqk5gZL6s9Z7WUaRhR+ZRJGB2dHW28QVHK8tY4qEryQTmjw0NOj5DhOZHjucTdpRBlG3cbqSsJiSuinGUOgJOhJUjD577XXel11AAl8vzHLGn+YTjdsJirotZ/Ykxkgw9kITLl2jWL2BRqWAOZ2ybaJORoa4+Yhe6rLRz9FOc+QsvbwfcpZ5X/YiT/ozvHxiF5kVg9y1FK+R4K72EYtryPw2BnOKOK9RZRiK2UqbG8vXuCGzyLSRMCbX2L7tC5wI5vi3pz6It5Hq3ZittQKliwnLwzdfvN/SlT1XmVNH3/4L5M80YXmd4d37NFNsPuTHbn6aIDX51MmboW2Rm++yt7qJa8R4RsSZ1gSbL05gBAJ/LEFlEiZnWhyvLfNaY5rlK9p2CvoMm5/qMZHvM+H1mPHaPF/fxrVXp0CAu6NHxglpnK+SWZUMZhOqO1sMA4vhprZJ1WbbFFyftUdnmfnmkP6cS2ufJCynbD+8Qt4KePXyLEbDwhzo1d1pKQoLIXHWYPO4SVBN2HVwhbtrl3ilPceZtQnUlgpKCIU0UpQSGCdzlC6mNA4L9tx9hYsbNUpfzGKEit5Hu3x45yt84sH72fnpFnHBZTjtogQYkSI1oHnIwJ+KELFEhOK6mESZClmIMMyEZCWD05CMZmN27lljpVXEeDGP4cNwZuslc1IMJ0GtO5TOCeyuonS6g/AjWjfVGEzJrZVE7xaUqXcnbxRB+9sTzPERUdPFW9kqYBq6IBjOhDjZkHA1i7shsbuQXdNeh9iV/52mezQm8GsKpy0on08Ic5L6Az7j1S5rV6o4GybBeEx+qkfGjqh4Q7qBS/35CdxNQefGgDv2XuZMfYLuQonUTdm+a52qOyBvBZgi5RvPHGH6m4rGAYMb3neWvBlwoTNGlErunrjMDZlr/Mpr7yP7Ne2diD39bhmh1lt07vZ5777TPL26nd6ZCvF4yK/c+QX22Gs8MdjPclDGIEUKxbjd5aC7zDl/mt88cS+qZaMMfczxlkwKV1K6OyT7H7hAqiSnn9qJtyEYTSiiUoJRDJmsdKl5A+6oXGaY2vzxi3dgr1iEMxETk23qp8bY8Zc+L7z4G3QHK//Pr+yyNSDz+edQrouwbbKvrbDjao6Vd1TZffc6roj4rHkjiYSbJpf4mfHH+WzrFh66fIgoMkgmIwwv4ZeOfYP35U5xIaqyGFXZ8HMsK+3SUpa2XPZW8/RW8vS2O+zJbpC3A1JPQTbmV458kSP2Gu95/R8z9a0By/dmmTraZSGqkF3QeVlzB1vcU73Ab9uzmPU+5aUGpUcGhEe2s7E9S7U20JJHzyRJdKiizArCokmUkYSlFFEKmcp02ObUeXi0Hy5miWcDfvn2LzJjtrgUjrMalfjjy/fjbURk1hzOLE2iOjbK0LTd+2Yv8g8qr/EHufsQqw2soIidNUk8yahiEBYFe+6/zL+e/yJ/2LyLr146gGPHzJXajLl9vrPyKiVjwE99+WOMn4hYKhv88Oyz/GF6J85jIIcRG/8u5d8c+CL//MwH6J+oIlKh44azgtw1B8OU9Kclg+3JdeWZUzeonkqwegne5SYiTrj8wzMUdw8pjjUZO6ab7mFqYIqUPbkNMjLkDy68k/mvfdvsEudtWnscopzAH1fEuZTajiYfmj3FH758B9v+bAOVy7BxTx5Lpth1g+JFxeb2mI8f/SNOBdP8xqX7aXay2FsTnZMNOV5c5NlLO9j+UEx7l8WP3vcM35O7SqRShkrx9cIB3M0Eb8zl1MYkaSqIzxQwAsGFd/X4nuJL5LyA2M5jjhTZtYTYlWzerDAnhvzQgZf4qfJzfMfyT7H9Sz6NQy7uXRE32Qb7rNcZpgmf7h3mq+uHqLlFUiWpRzkK+REjO+bw1Cr78+t85doB6pUKzvYOvzz/l1yIxvgXrV1UT4cEywZR1iDMZ2hUMqzUEsxjCUXLJ18dMHBcvmv/6/zC2GN8KPoYZlcg4uRNx99b3mcXpgn7duCPZTD8BGMUIVJ4ub+NnKm3PcpUPLO4nbOtD9MdugQDG2GkuMUAw0j506u38FnjRgqOT84KWO4XwUlBKrxcgGUmeHaEbSR4ZsRL7XmC2GR8R4OSO8IVEb3UwtjRZ/nePMOdkU4MNWP6eS2RDVOTTpzBn41Yfcc42Y2E/IUuUc6k3/W4KGskQxMRC+LxELvg021miD2dMmIOIIkdXi9OYYmUjBVh7OthAP/u1HtIU0HgW6SBQWVBp7TYXRvVcMBQbN6kt3LfWNzLexqzKDvl2o/twdtUlM8OCIVDey/E4yG90OG3Nu/jfGecNJE4VsxN5UUAPr5yF/VhFrMvGUxIrL7g3554D2oxy572BiII6b82yz+KPsRgPYujvg3iNHxFWLYRBQsj0AM8qCVYYyPiYRa3ESHDlPaN44R5gT8TMe/4TGc77M+ucbI3wwuv70KOJM84e0BAYUPgT3jXEVyJs9W2i8HsC0Qi6Q1dWnEGEoGyLUhTvCs2S/44Iq9oHAPTTvjPqw8QK0nZHSGFYrPioqQk6Dp85spNqFCycdwmLCu+2jjMqeEMLzbmqfezEEqW3mGTGor0fBFlKpKxGOGkdEKPP2ncSX21yGRbn9VjV5KakL8sSVZy/Ll1jGSXpLuZY5wYI4AvNY+yFl/hkc2DrPQLSKFxWL3QYbFXxo9N+oMtGKoVMO80mCt0aI3liCKDj535IQaBTVhQ1I/YjCYUcTnGaphklgWpLa/vdHsbOZw1kwf7x3m4sh91LkeSHeqk4je53vrBbtvUbyzR3geFBaic1UaDb67uJudodRJWivViHq5lMSclYj4lLcbsmV9lENlsPDyLsZBweb/BaHuItBPcfEDGDbhhbJVxp8cduYtsNxv8+vo7eeLcHqYm2vyLvV+iJIdEymQjyfFzh77J0p4yg9ihGzsU3IDmmBaKR4nBSlDkjoMXGe61efXMNqaMIrErMFYN2h0LGek+/sGdy/z7bZ/n64MD/O7YnfRaGfKvO5gD6MgyT/Q9js0t8YvHHuG/XH0ng9+awVsPkVGCSGLksAdBSGbdIbdo059P+Yfv+jKuiPhPf/y9WM+5iB9J+P2f/U1+9MWfYOzxDsqocOTOK3xw4mX+w5kHeOT0Ue2e8mKydshHS89zIaryqQfvoXxW4UwKujsVmVUoPWPjNPuopVXSJGHH5wsENQ9nu8FgBm1OuabpsYNJg8QSmEOF3YWgBndvu8w32ge0echzWP1hm+271tnuDihaPsfy13h79iwnezPMfwkyV9rI/hDihMHRado7LWSkMP2tIiUaF+02dFpKu+qxMlWEWKIyDmIUMvlsQFA2Wf/ugI8efp4vLR7i+ScOEFVj3nn0NE4h5pFeBj/jYm1YjC7UELMJUw9cYxhZPHd6Fy92DKa/lTJ3ocP5HzP4ex9+kN86ew+138sQFA3cn9jgrrHLfPnqIb58+Qby5yxyyyOinElnu4WMFdOPt5D1Dqvdbfxp83aylyyQMdZQ8fjpfTzp7Kb8dZfSRZ+Vuz2S4z2CnoO9Zul462KCyCSMOz1ucq/Qr7qkCE5ensH8TI2ChOV3xRRvbPPR+RN8Z/41fujVH6fwVAGESckaUbKGZC9bjJ2IcBo+RqNHUkzxpzIo628JXRYAwyAoC5LJgOHIwe45hEWBlUi6vkPccLH6Ehno1gepbqtFlsHGIEeSapNBUNDnR6NpkRQEdt7HNhMGsU1TZBmkDr4yudKrYC05rMQVvlw9Rt70GcQOKYJtboMD3gonB7OsDsdpDDKIQF4HbFsipR16bA5yiEBu8dG4nmyqDEDCxiDHl/pHONufIo4NSMSWzlobcNJEEKd6xk0RW4WzlMQ19c/Ja4ljUDa3QiMVkTJwRURQTenssBGGz9PDPcSRQbC9xnDCZofbJy9HDIcOTkMS5QWJVAxCm2bi0k6yekJKdAsyHI+RsYXfMokzBq67T084QYKzMSLdYxNMRKSWiTXQeW+jSUFqKjKrAqOrMLuSF9fmkAODYFtVo7xtXXto+FlaQYYJp0uUkRQsn/6MgUjzZC5GMPIJcwajia1jT6hXdKunU32jnNYAkMKZzQmMviSsZpCho49HWYlKYS0o0OlmyW4IlKFfYc8IyXoBcWQQxwKkRDkpvcBhFFqQCO0ak4LUNpERnBlM449sUlt3AdY7eV4252iv5XHWrK24K4fI08QbGQnikosVp1gDcJctnKZCvBHBlAhUClFeMBq3MULwl7MYW0VSFFgdg3Rg8GprhnlnF893tnNxs4ZsW4g01e3UoUG7m+GqX+WKV6Y/cKkME+yuwUv1WcruiDij6M2YJK6HaxuktryO3X6z639qsAshSsDvAYf1R+YngHPAp4HtwBXgw0qp1v/wZ9kWvT0xP3L8WZ6d28GlvWNII8EWinY7y/TjkF0asHk8S+uQzsPKXoOkbtAYjpF4KeLAiPRoDGdzVE9Ce6/J1J4uSglOrU+SppJBbLMnt8HyS9Ps+nSLqJLh+d3H9WBFp2gufs8C/3H753iivY9LZ6cxepJsXfu5jUMp006bL588Qullm0qgU/NSS7etVEbHMCsFrVfG+OSX301YAH8y1aCNVrplodXFp3bg8Ux/D41BBitvkFgu3R0GYV5tJaGkyEBvnZWpeHjjIDOZDj/znkeofMeA/3jyXfz+H70PI6e49AMJdnnIvsw6zSQH1zxqryf0Jw2GMyabZpG/mL6JZpgltRR+VSKOdPk7+57jZG+G145NYcqUfL7Hej9H/reKZJ4+T+8jBX71/k/zZG8vX7t8AMuKuWf6CoZQPPKN45TOQu1Vhf1UDnNGcOkHTISbIICry1VE18IcCer7sxzLXuVYbpH+j9lcaI8x+uQ45ddd6kcFx+45jxQKieJCawz/iRrmQNDfHzI90yQ4M47zUBHTEmzc6JDa4NdSlJOiBhYPv3qY/FmLiecGNA9l6NzpMmb32F2p08251HYOKFkjnlnbRuPkmB4EhYS4kNDcb9KfKuK04NEHb8KJoLNjayA+WWA1KTB/Jcbd6LFxc57V90WoVIAvkaEkyniYI4/iQsK2Lw20cStKMCoOSEUmF6De7tMF1FNl9nxyQPNgjs37QhgZTD4pcToJi51t/OrsDJlFk9LllMQS9GZNlIDSGYU4neHhlWM8OrsX57UMztIGZs+j/oVxrlYE4sYek/fUWekWWOllMC47TH8r0lHPb3L9z4ZE/DrwVaXUfuAocAb4p8CjSqk9wKNb//0/d219nqo7YKLaIZ/VUsd0ZGIEOlxBGYLE1dSTN6SuMtDZ2ZlswFS5qwUpsWbDR6nBKLYY9Vz8jsPlTpVX27M4dYG4to691CK3HJNfTsgvJeRWEpY7RVaSPK0ggwj1lpytSKgoNegkngYgtFPMkT7LvxFvJOSWGCUWWD1Bdj3BbWgDjYy0MCN2NS1FGglxKlkPCvjhG/gUbcBIMoo0myCyMamXkJrarz6MbAaxzW2ZS3wov4BjxzgtvSJmxwdMlHrUoxxnRtNYPYHdjjH9rc8USs50J7nSr6BMiLJo9JRIyJoBBTdgMt/jtsoVjo2tEBQNRC5H6qXMmC1mnBb5jE81O+Sm/FVuzV8myeogAmuY4l3rYQ0VmbEB1VoPlQjEwMTqCayOoN9zWQjGCVKLe0vnuXN8Ab8miCouiatwjYiKPWRPboOJXE9TfgywMhEzuQ7K0kIpZYA/pvDHU9J8gvISpC+xNnV4hdkYYPcUrSBDN/YwRUrO0qy4aaeNZ8X63fkr+IHUhtjTOoXsisLq6/uj/5/C7igtzBpGpBaUqz3ylQEik5BmE8JKil/bilvaGljKECgTkArLSNhRbnJsYpnEAdn3MSKF3OrvO90Epxlgd8DsGLgNRXbJx+klRDmIcnpH6HSU3q1teli9rVcmVVvMB6jmB9xZuczR8RV2TNaJirrV+jclwvwPW29CiCJwAtip/so3CyHOAfcppVaFEFPA40qpfX/TzyqIirrdfi/J7Yfozzps3ijYfdMil9druC9mUQYMbxhRyI/oLBZxNwztbsoqlJ0icxGGmVIt9clYEdfqJaK2iwh1cozhaxGM4W8BCyJF/mIPdeYSctc2Nu6sogwdTCFjxbBmEOUFvZ0J2/av4ZkROSugHzmcvToFXRNzqPurRqC3m7GHJtdIyF8w8Oop/VnJcDrVTqmu7smb+7tUc0Mq7lAXEQdF1jt5okt5dv15HzkM6e4vEeYl5khhBim9WZPO3gRRDrlj1wLzXpP93gpVs8/j3QO83JxjGFl0hy6jnkvupKPbfVdD7PqQtbvKdO8Yodo2xbMaJd09HOEUfcTpPPkrauusrPBLktZhnRojMzHSUMS+CYHEGEjsliQYS/nHDzzIQXeZnz3xUYLzBfJXoXw+pLPTpn3/SKv/FrJYXQ1vMEeKUU0wmkowagEfOfQClkj4xJlbiTY8sosGueWU7naJurFLFJrIS54+7hzqs2u8jmvo55AzQ2adFlf9Cg+/dARnw6R8LiW3qKOoZLNHsGucxfc4RKVE+w+ckHYzh2hb2DMD3r9bE4ReemEPTlNSuJzi1WOMUENSOrs8Nu6OEW6CYepZIWlp9FQyHjI92bq+PkWJQafvkcQG2axP0fO5dnmM2gv6aBrc2mei1OOO8QV2OJt8evlmriyMa6R2ILHbkuknA8xBxOIDOaJ9I3LPeUx/dZ3+gSrX3p8izBT3vIvd3ZqklC5kihhGE4LqvavM51vMe01yRsCF4ThLgxILJ2bY/Sc9njv123T81f+vW287gE3g40KIo8BLwC8AE0qp1a3vWQMm3mSy+GngpwFcMqgoRD75CgUgKN2BfWtCHBoUriQEBcm9+07zQ9Wn+ZHhT2BeyRLlwZwYYpopnhNiGSmOodsLk+UeUXHA2lKF7EUDq6/IrsWYwwTn4jrJ+iZKpahUoSzdplIS7K7ACBS1V/vIVp+r3zfFrXdfZd5pcMy9yoVwkl8+8b0ULklG44qglmD2pH4hLRCpgBhyKwn5hQH92QL5bR26jSxu3SbOwAd2nuS+/BmuRGO04izrozyjpke2JTA22qjBkEzBxc5bOGt9ZKNLaszRPqgwLR1bXbYGdJIsvdTjpuwV3lE4zTd7+/ji5SPQNZl6soexsIbIeijLRJlQLA7pNBzGX+qTeCaD21IOTq6x+EiO6udeRwj9HhRmJlBmjeGExU3vucCHx57nl577fspPW1tQkJReKomUSUn6jOX7XKl5hG2bKKeLdmms9f5eV2B39UA3AkVmHeyOwWDeo7PPY8ZpcXx2iZVSkcHrk5QfOoNz516uzmVAgGVBYr3BzzP5jomT/HjhEpYwkAieCiSPJDfgtCG/MMJ4/TLCtsC2MfshuasOQcdkaDqkeYG5YpNbhO6YyT+uPcUT2SleifZidyCzHuGu9iGKEVGMMevilHyqhQHb8i08I2JpUKITuJgyxTISbJmQt31SJbCMhCSV/PD25/hI/hy/UHgPLy4f1tZnJ8IxYyasLtvtOh+YfpXL5TGe39hG89UxzAHXt9lJRlEsDIhMD9EbAFUK1QEZJ2Rzw0GkOsrKbaf4FclgRuBvC/m1XQ+xz2rw5Gg7S2EV0HJgEQvkMID0fy2y2QRuBP6+Uuo5IcSv83/ZsiullBDir90iKKV+B/gd0Cv7X/1a5UzA5a/spNRR2D1tOvjyq0d4enw7UdtBFhVxNeLARJ2cFVBzBowSi6ev7iDsOBALRCSRKfTn9Fm3fqeC2GT86XmKF2ukW8WL1m6b6PYehpGytp7FGEqceh67mycqKr544QhxZJI2bYyBpHpWb7k6ewSHb7jKyQuzFC9YhAWBGAtwvZBVI0/9hjxxLiWtZ5Fd83oq5xPru1nyS8SpQYqgFzhIL2Y4J1n8vjlMX8t2jUgxmCyTmmV62yE31WG60OVIZom8MeLp3h5WRsXrZ9wUwaGJNU6m08R5GzPjkhazJBlba68bOcjHnP8RFxFJ7IuCs2f2EO9QtP/lYQwfrL6etPyxFJXTqSNZGeijidBQj9jVGeL/+YV38tuFu9ldrfPeo6/z9ew+6laWxFWovokMJF5dYXcVw3HJYEqQWVdUzgUgHAaxw9B0ePnaLPGGR8EWDO/aS/2wxdzOVUaRRSOoICMoZgJmsm3ODKb5t2GJ3e46785cZphW9edyYP3WLPL4EeIMxDl9tPM2FdYAxqY63D5xhQcHR4laNkko+XRvPyd689e16oNpm6Bcwm3G2PUho5rkbdsu4xkh31rZSa/vwaKH2xT0d2gBUtkdclPxKlFq8kS0h07g0okzrCSCI/llzt85TqoEGSsiiE3+8OJtBIFF2HCxmwZRMSWzr0u/7VG4al+n5vQGLi6gKkWCgsF4vk/RHrE5k2eYt5GxiTXc8h8oIJK8OppnMaryn06+g3BVJ9LIWMebCT/4X05xXQKWlFJvAKn/fGuwrwshpv7KNn7jf+Jn/XeX9dIFtl0soDxHu9lii8rzNlG+il1RhKWUQnXAndXLlM0Bc1aDa1GVx5sHyC2Yupobapa52jdgqtzln+78CpaI+Vj6kyROhiir6bSjXSH/6sjXyEufZ7fvoh7mONWY1LG4LRf3dJ7CumLym00duuc6Ouzw/S7/av4v+anOD+M1iyjDYLrW5nBllWjGIFaSp67swFjIXo8eNgJYWayykSvguBGOFRElBo4X4RRG1PYP6Pgu3efG8Dahvw2iiZB8ecgN46vMe02OubpP/sn+7Vyo14gigzTRf/b3z71InErq+R04jk1ccgnzlkZTbdoY2/v85n2f5NXRNj79799N9eUG5/+5x9fu+g1eCmZ4tH2QTqRTVBwzZre7Tl7614m8qfVG9Rlqj9mktk35Jxf5z9NP8n/aXT4pbyYc2Jh1C6snyGzE2N2Y7g6X0bYIr27ivLZIIbODQWzTTxzU1SylBYizsHHcwt/r8zOzL3PFr/L55ZtIMah4Q3ZkGrzQ3Mblzb3sndjkxm2LDFIHJRWJDcP9AePjHfYUWhwrLPHg8mGST41j9RU3j1/j7409zgtT87SWxiGSPLh2A6vdAuZI72gGUwJlGOSuSQphil+FHx57imaS48ETR3GXbMZeicmdb7H0vjHMvSnjTo97s2fxlcXLnTk92BOPa3GJG70r3HvgLFeiGn++cfP/h7r/jrYtO8sz8WfOldfO++x9cro537qVk1RZUimAQBJIsg0CgzGmCW3aP7fb7m6aYbtt2jbQjTHRJCNLIFAWkkollaSSKqd76+Z8T447h5Vn/zGPrvzrRhg3o9vFHKPGraoz7jln772+teb8vvd9Xha7ZaKTFfLLisJigr/QYOXREd7xpte5Oqhx4aWDyFg/FKK+jSsgrvpEJcGE32bC7TCYsNkq5Whv10g3tQ8EBSISnOlNkGQGzjcLTL0ektmSzBQ42yFqEPAXHdr/s8WulFoTQiwKIQ4opS4AjwJnd/75EPAvd/781H9psYvJMXr7qjvjJoh9SXce4nKCyCc4XkySSj529VZKXsCdtRsMM1vjo32wEi0ZNQLBoOOwnJb5t/Yj+oX1DFJH3EwJJRU3gyC+urKPVsdntNrh6OQqp7IpWDMJy4KVR0cQyYj2Mmeghin/fPGdtJo51IxJnIduq0CUGozmeuTNEMtKGeYzkiIEE7qJZjZNRMOkX7YZ+AkqMBBDgwBoU9aU2x2yi0iBSBLHJkFq0ksdFpMq/czh1LVpnGsOZgZksHRAUJ4fULGHbEoBlklv0mEwLklcffNLEgMDRckYENQEw5kiKk346mAvX2oc5oXL8wBIK0PKjH/TeQwpFNmKR+IJwioEcyGib2K3JOZA8fVLe/lx4OTGJFHTxewY+Msa19TcZ5JZJoPdMZWxDq2DFYx37qWzS/C2wgo1q4uxq0fLzWG39JZfrjv83tW7GQQO9qaJSAX9WI8gfTPCdyM2Bzn+8fXv1f/fyQjHUoSZ0R06tB2PXupQtEOu79fv4/VelT+w7mHtxggjN0DGFpf8UVQiMYvaaONug9lXBCOCzi6PYC7i672DrIRlzIaF2YPepMFwpEZ/JqPkDFkZlvifrn4vw8Riq5sjiQ2eTPfzgjtHxRkw7nXpxC4LnQrNro+3rSGn/QmTxqER+rMZ57tjtCOP7u6MoGaQWQqjYenPK2di9hVPv3YQrAzZMZGxAANaB0GzogEDrrRrGELR3ZsSlR1yK4rcakow5pBO7yb9kvsd6+0vO2f/KeDDQggbuAr8MLqT/8dCiB8BbgDf/5f8XjdX+/gIK29LEUMDb1VHHh9/8yXurlzD2LlD/dqpB8h/3qNTEXzyzjK2m4CVEYwmGIGJEYDdhmzZQiQWy9/YhUwVXl4HHppDvV0WgSQnQy6FFYKv16gtZhg/1OZfzX2Cv6/ex6ULuxnsivn5Bz5B2RjwS9ffwtJmBeeyx8Lv78WdELTvClCxxLqSo6lytPd7zFab5NwIJnvMVFp8YPJFnu3s4cXfOUHpekJrr8WwbuI0wd/IsDsZuastlJS0j5QJy0I3ALsGoWPTjnRw37PGXhYHFca+aFF58pI+o5oGi++dYfz+Frv8Lc5Zgsw12T4uKBzdorNUJn/NpNezSBHUzQ6dAwlxziIL4FcvPUj/9Sq7vxQSlUy2juo5/+gzIc5ik9bt0NoH2aEeH7nzd3myd4SPn3mY/GrK5CdsLlhHkEVBvqTzyaqvtwlGfZKf2eaDsy8CYJAR7LEYPOowaTd5m38VSwhmb9tmIR7hXzz9TkqXTbwN4NQIJaWbhokLrWP6tY+6PajAq9dnyJ4YJXXBf7zDnj3bnF8dZbCZYwmoe1Wmcy32vHWLTuzy7JVdnD81y+Q3ofzMAuHeMTY7HlEJon1DEiUYOWNRPLXF+Z+q8dF3/Vue6h3md8/dQ9jwqF7RwM6NBxKO7V/kqNNnym3x6etHKXy4qKcdx01USRGv5+hvKRoVwelxRWZqV6EMJJWLMf7FTZZ+Zpzfetdv8metW/jEmRMYZsajD5wkb4R88um7KJ8TyEgxHDHIbSTU/80WItTHWeXaXPiJUd730HO8tD3L1RujkAhWrtXATfk7D36VtxVe531f+Qn8T0saB0xKD68hX/srMuiUUq8Bd/w5X3r0L1XV32EZkUL2TMRO40tJ2BgUuGiPcyi3ypy9hetFpI6n72xbDoFj3XQFwc7oLebm2cXqa4534u34qE1IXb0Neqm/m+vDEayuwu5lbHTyvBxOsTnI6aerAlfGFGXAmN+lX7JpOh7seIZVz0TEUhNdBdo5ZsZkrsA2UkyZ8Xp/msV+hbggGIyaN+m13/r+IlWIQQCOTVgSDEc1mScrJgipuLFRxfMiClZIL3H066hXoDtAdXq4DcVnWrdyvTdC7AuCUV/LexMT7IxgRCG9hFeG8/RSF5Hu/K6JoD90UBKGdYvYl2SOBktklhahZCaktkJKRV/ZDNJv88xkrJ8umSFI8hAHgqTgkLqS9tDlTH+KMDUJM5Mpr8UhbwVfhlxK8hhkuCJmympAJnA6WmceFbQ6yZDa7z7oOrzYmCNvhZSsAGloxp6MBYO2x3WjQtx0sZoGA3K8yhTl3JDba4s4MiHrWbgNSWZkpBNVhnWLqLQz3hyYkAliXxKPFVGG4npcYyMqIHY+y2+/WIUtE7qxw/l4jOHAwXMlkGEOAfRxLfH1dOZb4RhYCpUpoqKBXSugijH7rDbjThshtfGpbvcomQOUsYOGNiG2BEYkwTIhUyjHIvNtlK1wZayPV9kOeSmSKAErYZlLzhhiYOiMOgEzhRaXje8c7Pj/qeutKKrqbvHt+4NRr8NolcFskc1bLT0W29AXVfX9S/zuvo/w75t38ZELtxOt+Uw8rb3Va3dJkrGI/FmHysWEsGgwHNUfgN3S2++wKkg87eNO8plWbO1AI6vnMqxuSnu3RVDfQUmHEIwoSse3qXoDSs4QU2Sc2Ryns53Dv2Iz8WxA6hi0dluEFai+eY13TJ7BlTGWSPm9q3cjPz5CkhOUvnuFw5U1Pv/ycXLXTH0tKe2Mq54bEpUstn50wDt3nWHW2WbcbPM/nnw39Q97DGoG4TvbjBZ6LG2XiQYW9a/a1L5wBTU+QvtQiaigwxBSR+mt9hDC2/r87C1P8kx7D9946RBmV+Kt68lDbx7iekyl3uVNk1dpRDle35hgOLRJVz3MviBzdi7cXEJ+ZEC/7THydRunnelQyiL098Qc2bfEYqtM/3IJqycpXNc3Tz3TVqzfaXDrQxfoRC4XV0eRMuN9B17juL/Iz3/kg+z+res0Hpyl/R59jglWdcPUW9fQi8abQ3769q/w1a0DnH5pF3ZTUj2fYnc0IkpblDVRt7XPJfiuNqbMSL9eJbeSsX1MwO4+M7UWbx07x9e29rH+kTmctmL9bjCnBiSrPt6aZDCVct/tF9gc5ll8ahanAb053Rg2WibOtiQqK/IHmwSRRe6JPPnlhMW3GBw4sUDZHjLltRimNkuDMu3I5fpCHdkxOXBigX8y91leC+b43PoxTJlxvLRMpgQfee4eihdNfY3mtRXZHOppUVTJyFyFOTJkpNRnY7uIsaS359kOb8Rq63HwyJmY3Kll1t45x71/5xU+9YOfZflM67++6+3/utLNTdjcxBMHEbdUERnkl1OMIKUduJSlySFvmYNjM5zsT+NtKowgwYhyJOrbvnRNZdXS2m/xszVFRueWU0igZeGvCp0Kk2jhitvMNG3F1k9/GQuaHZ8oMSg5QwpWwGhBX5DxNRvn+jZZzsOYqejx285yZMyI0WMY2syc6TGc8DgxssQPVJ/hyfJ+lMzf1IAnniAqWYRlg+lyi9tz15gym1SlJtbmrveQcY7WwCH0AuZrDYRQrFbnEFIi2n1KpxXBdIHt2wRWOYRWDqepSK2Ud+cvsBRVcTcMnOa3oRpmX5DkDUZyA/5+/SkuxCP8q8Hb2AK6NYOoYECspxtiaNBbzWP2tMQ3tXXDLs4rvMqQe6rXqDqjPBdYhJse48+meNeaGlkjBZ2ZOkvdMu2hC8semVRcnalRs3rICFSSkFqCqUobieJqZJI4FuZ1k9xayvbAxBIpI06frBYRJw7+SoB1YxNVypN5FrI9gI1titY+Gn0H00rxA93DiSsZj8xfZX9unQdz57k8GKXTyPA2I7KK5IH5K3x54yjF6xmpa2DJlJwVknraH28OBWxbN+ElqSu4a+IG3djlgjiIOUjJcvBw/QIFGVA1ezSSPGFmYhsJ7brLoGAz5nXZTDV3f8pvI0WGITJipVHkmaF3NJmtI7ijkRRMhVcd4toxYWyy3c6R9SysUIu5MPQ1nl/SUBVvtQ+pfrIXzSGG+KuN3v5fXyII8db11rszb5I6JofL2wCMGD0OFNe5WqkSVotavNERZGt6J9CZMckcvZ2yu1C+PETEKa39ecT+HuaOpDX2JIkvyWxBVDRQhkF/V0xhrEe3kcPcsEgqCbdOLzPiDLCknuU7RoLvRGwVFeH8CKmj00JlCu0vj/MRxhmOKrKxEGvRIawnDEcMosxkO83x8O5LnKuMs3xujPqLEJYki2/VxJne5+f4l71ZUkePV7wINu9QRCVBOoBVVSILDYglo9sKDINoZoSN2zyG44q7j19gb26Tj1u30KjnmC32eD4cp5O4DKcSUttg/HqKtz6keMMkdQyuqEnivYIr0Sg3XpvE2ZbkUiDTAASvkZJZgtgzSF3oTwqtBEv0Ucm1Y+7wr3HIXeFEYYnXutO8uHkUf25Up7pOhNBNGe6wB/ItEErw+vZBXnMPEM7F3Ph3dYZrGfEnZghG4N7HT3Mwt84LB+ZZH+QpRxa/evZBSrkhjx68wNmxMfov1SlEVa5/dwH7eAv1zASzf6JIPYkQGcVcQPBYQjMTVO2Y861RvnZ1L7+9+Bh2S1AfxIRli7GxBt9VfRXnnoQXds8SrJZ49cPHdIrLnpRoRDHyskH5Ukh/wqY/KYlLGZ4RU7aGvPJYj8adLuXRLk9v72OYWPQim0Fo0235qExg5yIcJ+Z8c5Sl/sPM5xu8pXIaW6T0M4fNpKAnJ0P02LKnaO43uOu7z1Cze7zWnKYx8Biu5PFWDMydjMHUATWuibzpVd2oXnqsTG93nsnd63x36VU+I4PvWGdvjGIPY9x2Rqgk3XlBVMqYclsAFGTAtN2k7AVEfgkZGVh9tZPHBmFFvxHKVNAVWMsNCCOSXI47p5ZZ6xfZ6uWI7UwnwNiQ+IrUzTh2cJF3jZ7ik2snOBdNY5dDbiktUzX7LEXaDWfLBMdISb2MYMTS8UIWkMHoqyHOYovu0RqtPS7mAKK8QVQQhKnJQDk8XDrP/cVL/Nzy9+CvK6KizeyRVXqhQ/lPcsinX0VYNsK2iO4+yPJDNqmrtPEmsrE6Whlo91IwJOGIRedAgj/W5z31l9lvbbAwVeE1c4qq2+dCMEE/cbDKAXHkYbdj5PU1RL+PDEJyJ+4GYCsuULgmya2nmrUmoHB9iHV9HTyXtJIjGPNpHTRISwnWhh6z2WbKbquBLxQPeqvc4t3gG3v2kuQcDt1zjR+d/Dr/5PT34L1YQsYZMtV9isr5BJkq1n4q5PQ9H+bek++l/GsW3YMl7nv/FX6ktEC78gqBUvzktfdy5vndNOYk79x7kkl3js+VxnBLDoXbtvnE8d/hof5PkX3BJXU08TdnR7xv7lXm7C0+vnkbp9cmMK54zD4ZIBJF4hlEBYvJfJs7nQ0Ojn6FVs3mR6IPMfn5bbKCT+eoR7new9suYXz9JP7DJ2jtd8j8FEuk1Kwu79v/GmFmcqY9oY8yA4e4rSOlrbY2oyTzOiiz2fVZD0o4swm3jy/jCLgcF4mVgch0tJe/keBfadIfG+Vv1Z9h3mzzc8G7aA097IZGfIVFQVDTmLFicUiqBJnlANA7EPOz9z3BAWeF2x3wxBvJ9fbnrSzDCDIsA7x1idWVfPzUrbw2M03OiijbA9aaBSbaGVY/QUlzJ6lTG1PsjsBfApRi7W1TxDnB1OFVHqpc4BcXH8V7Lk9pZ4sf5yHeFzBa6XK0uMK42eJEeYnBbpvtvs/vP/1mDUMcCW/OyG0zRUYCs5/ePHsrA8KySZwfISxoTFTioWk2Vf0k2E7ynB1MshqUQEFrn00wIgjaBZLYQOxxKRq3Ya93odHGCFP8HU2iOdQNs9YBiGciomsWKgi1K6oQ4dox3+js54w1TSfyKLgh/djh5fYsy70ScdvBGkhSz8CqVwhvnSOomoQVxT+68T1sDAq092f0p/RZ2eoplC1BSgb76yw/YGpvgpchQoPckiC/mtIQo7yj9d9wcHKdX9n1MQwUaqATa88uj/PbPEB/uUCpp2GIUUGipCDO6Wz7+JzDnv4PoxoOvcclmQ2/8M138EvFkA8cfJm3Fl5HioykmOIZGc/29tKKPbbvjWketsiWyjyw9TP45x3i6k4W+1WPGx2b7ugVxs02J4pL2DLl2YWDWFsDUIrULWDEitPP7OVNN36K+kiX3aVthFBc+1sT+pilYtrNHNEBg/AH7kIZ4K8pEBbPbOwib0UsNsvEkUml1Gei2OFCdwz/hi6jJK+348aCSw+XZDpk1+QWvhnxu817CTOTc51xNvp58lcNijciRKKIxwvIWPGPzr2XEb/PILYRQpHkMoY1SX9K4exrI0OT7uWyloUDg5pJ7orgf2+/HWNmwA8ceoH1dOs7ltkbothVFGvzQWJg9TOUFPjrFq3cFIvz4B5qkWx62rs7iFHSJfGU7rK6Ge62ycjJDv3ZPL0favOmyet8YOQ5jlkD/reNdzH1++egXqV7pEZvyuDg7CLvqp9i0mwyYvR5tHiGE7kb/OtLb2XiwwFma8Dqo3UGE4r+REyl1kWGArsVIYMEdzVD2SZbt+QZ1nUCrTVQhBWBPN5mKj8gZ4asxyWe35xnbXun2A9pM4Ta8vV/H4TunEv9pEn+TIoMYspXTMxejHn2OiKfp3FshkN7Vlg5OY8aDHXsVLlP0Q355uouskxS9oeMeAM2BzmdkNtzsLa1MSXxJeF4gZX7beSRDnHT48zX9xKXMg4eX0AKxYUX5vGXBYlrYEtJ44DFz733j2ilPr/48mPIVZfq+RDnlcsUT1ZIRwpce2wX7R+zkCLD7GpDR3bJ5/TmPIXrEqcZEu/sclIXUk+jssafS8n9H8tsvX0PtQ9d58pGjb3/zsBsRvzHf3Qns7duY8oMuxJgGBnPbuyi6g74+fs/iS1S/vm//yCzf7RKMlGhP+2hBNROKQY1k9btPnNmh0Lhde7LXeKbpb2wsqEDMsYLGEHG7o/1kL2QjTfVee7WEfLTHf6HD/wxS9EIv/XcAxjrNtGxAZUHO2y8Osb0UzHm0GJlrAZSkbtmketD6z7FgxOXOXdtktrphCgv2b5F24Grr2uh0Y13m7xn8lVe687y8cu3EPRtjFUHqyeYeC3EPbNEvGuc7ryHEUH0xRqL+Zr++aU+aTFlMCHwD7T4V0f/hD/cvJfzXziCv5XQnrMYjAvqr8V4r96ge/8ufud77mNz+Mp3rLM3RLFTr7Bxm4eSULyhE1eV0LHJmanw7ZiukxGVbCxDYoQKuyPoV1Mqk22aqsRmp0hUFGSJwaVOnf+Q3U/ZGuBuGmBbKNci9rXTLEgtfW4CupnHYlzl6rBOo52jLBSZazMcVcRTEbYXo5Q2t3R2ewils9AzExJfTwAyS6d2KgmDtkccG1xwx8hbId3AIUsFwlSofIq0Ujw/Io5MjPUcdhv6owZBaYzU+Vb6p0XV2E1mS0Q1ZCbX5PzeWXJvP0J3RjLo5BiGNq4dI2XGZjfPalKk4IfMVptcz6oYXR0rFZQNjcg2FMOOi9k0cTcF5sDgfGFC032aOq12MGoRlaaJyvCxtTtohR7Goou3KbA6ISqKwbEIqw6pp+gr7eBLRyP6kY05gNyixG5rAk3sS+KiPjbFlRTMjM6sjdOYJHXg8lqduGMzGJWYBYs0TnimvZcgtaiVegxCm5XtElt2jpP5WSrWgLCi6B2fIHEFiSdvNj4zCxYGFZ4ezn/7uoolwrFRaYbVjZCxSVj3SadzBHWB8lJ8W8+1e6mDtWXibQg6ZYthwdTj3CjDGmgcljK1qhAgXfX4FMeRHZP2Lh3WEI/EIBWDcZvMMoGUZ1t7uN6pMmy5kAmSekxSlvQnLKxGjSRn/v/tFhGQpYIg1mNeIxQMA4tL0Ti9WAdGgEm2MxUd1gzk0RnCgkSuO6j4Db6Nbx+t8qEf+QLd1OUT//4hKhdSUhc9Iy0n7C5tM4gs2rsrOC0DbzvD24b41oBfOfoRlg9WOHPfNBd6Yzx/Zg/XrhZZX5vB7ijqqwlqfIThVJ7ejB6jbA1yvNiaJ2dG2DLhpfUZmjcqOBsGUTkmnnKZuHeFH575Jp/duoWzG+OYkwM23mbi50O+e9frAPzRV++jeFkSlmFY1rbM/FktLz3ZdpB+or3QSmD7EZXCgDG/x+P105wfTvC1b96l/QHvNfiuu17FEimeEXO5X+f5s3sgFbz1wFkeLZ/l3rddofuYx8dXThA/PUVqu4hbtim6IYsXquQWJf03K37l8Ef419bbWPxMHjNUbN4qiMsp9pZB/qyNt6koXR2ChPhVLaoRmb6CFx81OXrXNVZvTLH44d04HcX8jQFGN0Ssb5OlKdFkkc1bbcLpiO00T9kY8IFbXuTinlEuf2w/k19YJ5os0Z1xtHpvPsIthrx55hq7/C0+VruVK3tL2C1B8Umf1BOs3a9HTQxNvnLyEDPzW3zP9Ek+s3yc5JtVlIBP9E+QKwbkjzQYHFNsLZXJX9WVnhk6j+/MwgQ3mm+hlu9T93oYfYkaKSM6feTlJYx8juUPzRIfHuD7Xeb8ITWvx0JU4+XGLOMvpOQud8isKg2jSLEFRpDgbsHIaZvUEQQV3Sib/IYidyNh9U2SynctU7IDfDMiUZLzI6O0Bg70LJ558SBGIPC6Wk/xvoefY5ezyS+odxLli1gDsHsZiSuIipB6iiww6WUeVktiN6G36vNHlTvoRxadIzEikLgbBkYAW7fC5uMZcgnqryg2et+5zt4QxS4yRTd1CTNTj8s8SZzX8UNWPqLm9Kj6QzbKFUBibGYYYYZlpcyZAwwUm1aRNat4k9YhEj0/VwYkBYfM1j5zGQoaHR01XHaHFO2Abs/D2TSw+hAV9dZzzBlQNAIGic2g5+zQYBW2mTBqa2Cino3qLHiZopHSKagMDbbIdKAjqSCxDaJEa+lBK82U0DQekU+4u3D15vthiZRL4zWS1GDc6eCKmFiYODLGMRJtQjHBMjJMqa21dlcRpJK6McQ1kh0ajiKzQfgJmWXo4IVMX8BKgCk1uUUJUKbcyYvYGWnuCICMQYQcBGBbyHKJYMQiqGV4xYAMySBz6CQevdhBRgoxDFFSEJX0LopYksQGNafHfneVin+QjlNAxpLcRkpQMciKCW4hJFzzMbsGWyM5NqIizYGHu6XPwf2hputMldrM5Fo8G1mErSIi1gQZJRUqlcSJQWvoEqcGIhakORsjTlCtNiKOST1FuTggSSVbvRyD2CLKTBabZcYCnSGvDBB2RpyDcMRBSfHt9yMEmQpEpshsk8SHQ+V1PBnRin3CzKTqD3HMlO04jxgYmq830OPdRpSjZnVBqp2d4Q6PwRfEpYzM2SHeBIYWMVn6Omv0fYRQOOWAODQRax5WTzEQ4OdChqaDNcj+QnjFG6LYS88u8pV/8ibivESMw9YRk/jIgFtmljhSXOXh/DkO+Gv84ZsMtpoFkld9vE2Bt7MF+2znBB9+/h4wFJMz2+R3R/SO2USJycqFKuVzHk5HMf5sH2VJmos5BqU8G8dC9sxskC17TL4YMxwxWb8LsmKM2SvxawsPcfXlGWpn9JueuoIo7/G/r7wVgNGTgtKVAXHRJs5LHZywG5JiyuT8Fnkr4tKZKXJLBoln0fE9mrkKl0drZJlAzSiCms3k6BqxMthMCtwY1vCMiL+951ld5MrgRlTnF194jNrXbZpHFB94xzfwZcTZ3oTOrIsFZpARDy2uJyUGiUXi6u4tAEog5gake1PaZ4oUFq2bctnMBndLy0RHX1J0nprBv8Vi/G9eY6FVRn2kRG7ZoT/tEhYFjdsT3n7b60w7TVwR88pgnq98+nZKVzJyw4z+0Qkahyz6tw1RDZuxpyWJ67G1O8+xyior2yVGXjbIr8XkTq1iHBijPNJnV2WbC6/so3Y6obtQ4LPj95JbVtS/sUFSL9B4k2Tf6CYPjVzkFu8GdxavcWFunOc252k+PY6MBYXygAO1DV5bmqJ1pYrTE7QO5HFbHvkwAikRiaA3dJCvFJh4LiB1fBr5KmVDMBgVdOZGkPc0+cm9z/PCnnlev3WCYdfFWjKwO4LRl0OsRsCVDxS59f4lDnttDvsrLIQjfGVpmiCyGC93mCk2mSk2kbsVL1+ap3bSpLigeHH9Fp5zbqGwowcZ1gXd3RCPhbz7+EmGqcWXnj+Os2kSjmREUxHEksFKHlmJePfBk7Rin9e/fIzaMxuYwSjNpKQDI9LvPGOHN0ixJ8sruMsr5MfH6L9/D1ElY6be5MHqJebsTSbNLpFa42h1jctmwprvk9pgyYxQwfXBCP4Ni7igGNmnCSjmTqTSn7ZvJVz1sAYKa7WFMiR5v0Y4MOjNmXRDB6sncTf7RMUccjygXBgwjCy6Qwd3U1BYDEkdPaePfYmSGh/kNWKMXoiMUqyOQeJ6pDmFLGjiSsEMuZxNY/Z2VHqBIB0YhJkPBqh8SlKEqjcgVVLbJodFxr0ux9xFiiLkueFuVqMS7g2H+tOrBPUJvrf0Mr5IWAnLrA6KN8VFKhV0M48g1XBDJbTQSGWCfE7nrp8t50ldgzgnCcZTlJMhEwuEoHwlxH7lMtauo/zg5DO8XNrFk+V7sbsWg1FJUFNUJjo8VDp3c2Z8I6hSupxReW2bYKZEUNEd/5nRJjeCGoWllMyUNCMPW+gbkr+d4mwGZJtbmNMj+E6ktQ198FYHiMTD7hn4azGsbWJaJogcRStgzGozY3YoyyF77HVasc+zYhwA34moOX3SxMBuSUQKYUWAMMjlPFAKoSBNJIVVhfnMGWzHwa+WSSsFNu4pMqwLDlW3uNu/TNXsMec3eL01yblgGpSB2Y8xNlukYy6/MPMp1lOPi9EYYWbS7XmkgUFcMDBlxrjbYdzucMqfxAglVjfF3Y7JDEF3xiYqC5KcIq7F1Ec7PF56neW4wpfUccwhBHZGvjyk3/aQbZOsKDiWW6KR5Dk/OEp2YwnvwAjdnnmT7PMXcej+q8pl/6/LHB9j6f176E8r6kc3eHj8Eq3EZyPIs9Qts3m+ht2RlC5luK2UpUcMDt9xndevTFN7WnvNw/u7lPNDNraKqL6J2TUwe3oLb/V0V7h3IML0EszzPrllpc+WYxnUQ9556DR5I+QbG3vY7vlEl4vkljRd1W3rSUGU0x3m1kGFGAkpf91l/POLdG+bZPGdisJoj7+971nm7S1+b+V+LmyMkl7JU31dsaPVIfYE2ycUshZyYnaRB6uX+PzGEc6dmwY349CuFQAuPT9HblngtBRuK6UzZ9K6LcLyI2ZqLaRQXDkzib9iMDw65P1HXubjl25h6tdtjCBh446cdrFNxvgjA8LAJu2ZSD9hfkJHXS2dGsfdkrpr7irErj7/3fEnuR7U+Mjz92A1jJvUlHiHh591LfxFE3MAxYUUu5NgdSJkP2TlsRrFd66yuDTC7g8rzEHM2r35HdCk3pYWrkP962vEE2WufJ8NpZjCay75Zb0VFZluhA7regSpTH02H+4NqY92GEYWwdD+vxs6lSANDIh2AIymHh26q/o1DOZirFJI6YkctY+dRh2YY/XNReI8OnzE1hoHGYOcHnDX7AJRZrAxKNAJHFrXy5g9SVLMIJ9A28Ld1DcWmej3SO7I0ztHYo7tX6QVeKy3CkTbLjNfBHcronHIYzAmCPYHPHjgEs3Q5/K2tjKniUGWCMS2jd2RBNMRx/YtUXd6HCsscT2o8fXfvpPRF7vceEeR6n1rbLXzJKs+K//qlwkX3wjxT/8FK4xNtuMcZxoTLC9XMbcsRk8q7E6Csx0io4TC1RKve7P4Sya5jRgjMuhseWwMbLwLDv66tjKGVUVUVQwPRuSKAT+z/xmqRo9ffO77Gf3YGVZ+6Chvf/Or7PXXeci/QEc5nGpPsd3zSaoJPcPA3ZQ4HTCijFxfEZYM7rrjIr8082keWP7/UVtaxt47irAFRTfkHu8KR+0Yf+orXK2P8gvNd5BfSTG7EcZmm6xSoHmkiOeH2DIlUCZL7RLFCyapC+fiKUgF+z49QDx7iuz+W9g67mMMFZOfNxiO5Fh/a8pUqQ3lmGEmMK2Ui71RwoaHe30DhgH5yTlkJEltk4HwqU20efexUzgyxpcRq1GZDxfqpF2JdaLJ3977AgDtVDvQ9u5bpTX02FooYzcNvBUD+5xHYSUh9+XXEYZkcO9+hjULZ6lNeuEy7m1V/SHu5NLJXsT0xxchUyy9Z5bw/i5dVaBaK6BMQf66QeIbO+hqibut0VHdaRseahIMHMb+1CG/MGBrPU93qo4RQL4P/SnFbQ9cwJYJT588iL1pkNZTrEpA3g+ZLrVJMklzt0eSGojIIo71zxK2RX/KJ7inRzEX4GaCMDZxv1ik/nKHpbeUaIz51NweD49dxBAZgxmbTuLxxaduY+yrJt56iH15FZX3GewfIbME+UttRLvHkprjer3C0foa/9u+P+HT7Vt56un78IMYZXikrmJstM3fHf0qf7B9Pxe/tAdDQf6eLeZKTU6v7qV8IWNtXPKz00+QIni+v5etME9YFvTmc0T7hvzM7i9zORjnhfF5Grm/ouvt/8sllDa7tK6XeWKlhHBTnEJICHTmbIxQb6OR0NuVUJlq06REb8MkdQUiBhVAVFEkvo4eUpZClWOOzy8jRcZHb9xBd+hgp5Ac2YXdUXzxqdt4YmbAzO0N6maHA4V1bJlwcmEPlbO62dTZZSBDKCylKAHNwOdq4pPUY8K338Fg1MRYg2VV4bXZWVyhm25Vs4ddCulO57AGFm7eJiqbqLGQmXKLlxZnePbUPv0GHErAzDD9hDSWbB33KZbvIM4bN2f5rYOStJAy5Q/JEJgrDoWr0OvmeCWYxdkwSEs5pOdo0UmCbs5ZGe2ey8ev30LJC7irdoN+4mC2TdwtaG3meX5kFxuDAmuNIpadcOvEMrsLWzyXGHR9n7htkTkSIzQolIoo32XjNotgLCUza1Qsk9QWLC6NYG1YyCTU3oU0gzQlLsDh8TVOLueQQYIIUwpLNmFB0NkH8UhCt2dgdS3C0YTbRzbZ8Ao0d0+QuDmsgaJyQWmVYkkHG754bQ4Ab9HE7kA0ptg9us31rSrnzu8iKaTcfvQq426XfmoTpibPHTuANdhPZ15SK/VwzYROoM0mUUkwmM7p40iuSTv2+NNrt2hMOKCUICmkbNxuYLc8/N27AO3FkAl4ORtzqOXcpszYDnJ8rHknZ9oT9CckmVlkOCpIChlrS1U+1Plh4k2PkRUNNW0sVGhXfNJKwvo9BnYl4Pc372czyHNucZysa1Hqa5qQWHf415fe+u3fK32Dj96+tZTS2zcZQf2sJL8UsXaPw+SjG4QlkxWvhAAOTa0x6zep213GrDafyN3Ktc6M7pYOBSqRqOkh+cKAdtcn7diMj7X4F3Of4GQ4xT/9wgcpXckIS4r1u3NULsbUPnmRzqMHefXQHI8VzvCO8klahRznt/dR//QF2o/sY+NNAUnPwmmZyFSx2c/xynAX++fWuPh9Y5ibULoIYcPhq/sPIIVi1tpm1mwwX2twY18OIzCwugZxHo7N3uD+kcvceGKefR9ZYul7p/muDz1NrAye35ynEzh0H8hoRQbeBYvq+ZT2XsnfefxJfBnxYmeOhW6V8jmoP3mD4OAEzf0O5hCiun4yI8ROvDOYTkKy5REu51msKip36yxvb11QvJEQli1edWcwllzqr2T0pgwO/+2XeEfhFHPucS4NRjnfHGV9swTKJa2Xieoe+996hR+YeJZ/4H8/ca5CZgmKp22sjjYuAag4hiQhrGX8+ORX+YnFaURviOwNKHUHpLUC7Ucl/+DEl+mlLt3UpWDoM/qNsMZ/OFFmMOEw86UU/9mLDO/ZT2/awogE3gseRqj5gzJStG/L+L6Jl/ln19/Fod9v0D5c5sT9S3ywpLPmUyX4Ha/FE3MHGfECDpQ39MgsHkUIi6CmaGUmambAXYVrfGrjBDxdwesqMluz7dM7+zx+51nWgiKL3TKNTg4u57Dbgvyqo+m0Nthmymq3wOWVW8gSidiT0tsFyk+RdkrhVY/JpwZAD0xJ6psgXMKKj/fgJj+55yn+ZP0OvvbiYZxNg5mXY4wgpT8hiXOC4mVIrtQIRvSY81s3pD9vvaGKnSTB3dY8Z6uf7owldN52mkmkzBACholFI/LJmSGxMhkmFsYOdigpZyhbIdEeb7XjTusMXD7cupvloEySUwzrEjLNaTcHKWmnh9uI+fLqftbDIpkS9FOb1FEM79hNb0Lq86Gp6E8KZCoI+y6f3zjCRi+vUcHoUVzaFyx2y5x2ptiwi+SNAENmhDMRRsPC3RbQE1xpjGgnVATKd7U4RxmEmUmcSeLUIOnYGF0DBPQmDOJKSsnQqTbnG2NsN/NUJaQTVVJXy3ZFhnax8W1LpJJgmhmJ0DsncyA4tTgNgGfAcMTQwRYLLs621m0bgeJ0d5KCEfDU5n6WGmXi2NC+6gxEmkKmsI2EstFHOimpa9/MJ1cmNA/kkKmP1S/rcZWT8WftW8hSQff4KEaYkTqSKC8pF7dxRcxrg1lON8aZyrd5bOQchsgwzJTIzehNm5i37qG11yKcihCBgUh0Z0omSnu7Q5NGmsNwUvq7SgxGDYLMYjnNk+3kqldM3bl3jZiiOaSTeISxSRRqZJTIIO3YfKlxmKV2iTivkdFy5/1VO2qeZuizsVUkG5hYO05LMoWIEzILxnNdrkVV2HQwlM4cwFaInokMdaxWXHVRhhYJJZ5kWNMx1TmhWIhqRKmByqVEsaAzowMuhqNa6GUE2uoaFxSFWp9N8w2U9fYXrbTZpvKlSwjXJZqvE4w6yBjWF6pgZkhXv5DL18e4nI1zbbrBrbVlljfL1C9nRAVBtC+kkA/oNHL0G5pdhoT4UpEvfP5NxHmB81CTsXs7LH9hjrEXQ+yVNingXNui+x+neNUdxdyJvo0eibntn7/Cy9uzdK6OItyUXW+7BsDF5+ZZ+9ocgynIJmLsgcDbirGGBivnRvnsSBmVaujAod0r/Mab/4BfuP520ifHsNsR21GJi+UyZgzrbx4hqClea0wTZQaNbo6g4zD5FUnxfJPFt1cRj29zoqyjkF/rzhA+WWdsNaM7Lbj27gJuQ+gYX0fQmddzWndbIVM9l897IYHjkJkG3jrUvqLjlhYfUfQOxIw8azHzuS3SksdgwsMM4IXnDvCcs5/685KZKwO2j3o0jyisLsh2H8u16EQ6fcawUqKiboTaHUVvVnDb289yML9GxexjkPGLJx/jyT++CzWXMPPfXSRn6jOmFBnjTodGmuPLzx1j9yciLt4+xvTfaOHIBNNMifMJ1nu2Kefb3F9c5YH8eZ7v7+X3ztzDcNOldFVgNYc4G2WeXD/EdL1J8BMmBSPlcr/OwvABgtQiU4L7Klf5B1NfoJHmOR9OcHVYp9P1yZo2uabAbimqrxicP3OQ4aiieKfWnLdPj2C3BGlkcLEzypXTU8x+MSXOG2wd02pBI84Q7S5Rsc4PTX6Tf9l/nNwL2iq88YA+opWeM6md7LJ9rMCNd1ja5uqlGF7M4elVxtwuL69P8zuv3E+p0ueRw+cxZQpv0rXi7HQBX96aYW2zxL6pDf6n+c/wd73t71hfb6hiJ0tJt7YRponaO8awIkkddCRTKvjWFFGEBmTQ6OS4YI2S9bQ/WJkCz4+o+EM6awXMjtR+YSfDagtK10KCEYvYSpjLN1g05hCx/q7CMCAIKSyFpI6BjDMyS2L5MX+j+hyNOMficJzM0gACRyZcVPPYPcUwkQgrQ0mNWJKRQkaSJDQ0ATcTmDLjoN2k4gxoDxLM5oDcuoM5MAjLgqAqSJ2MrYFPlkn9BI0l5jBDDCOUhHquT97SHL1+autdSZCRupKolmIOTMxQkTqCuAAoNO8t1cKTfmBDpsM3QGAvNlGGJLPHKI70yUytNhN5lyiv3/tvObmcjs6CF6kPUod3KNch80zi5Nvy48wChCYIKSE4nF/l7txlxg0t7fpl4xEdeiDg3vJV6qYWKKVILgdjLAZV3C2Jc2GF3OQ8C/0KvhnrzntgUHICjhVXOOCuMm+2uW61b1JxdW9gh76DoOgEzBYGRJnJ5lBHh2VKIIUiKFmM7DAJM6WR2GqH8ycjsIYKBvp7xnnJRKGDLRNeyVeQod4udSMHYyiw21rvYYT6nJ4ZEnyPzM2oGx2EUFi9DOkKSCRZKrB7CmOzjUwLpIUUYWfYXozvRkz7Lep2l1fEFCrUv3PBCvBlRMXqY4mUggywRMJWmKcbONTcPgUZ3cS5/XnrjVXsO0vYNssPuOx79CpXt0dgJY/ZleTO6i5q52CKrEaYr+WJznsU5w023hJQKA15++x5MiXY+Noko6/ExHk9G3e6KVZb84TXz9Z4olbEtWD7qEdhySa3k7NlbQ6QJZflB3yGEyknplboZi6XWnXK5wWDCZv5+7Y44d7g+XvmuTQ3ylStxeHKGl/gMJklSR2BmhlyYHyTvBXimxFla8gftm7n9ZVJdjeH0GiTP6fwfYfVB0sMdsWISNI5p1ngylRIAYuPAW+pg8q4/Po0V+oh7IYkk/QeGNAMTISRIIXCHJoULrbJDpfhSA8pM4KwhLcBI6cU8pU86oDEv2OLxlKZ+qslZJKhZoY8PneOP77rDjJrnuG4wjrUIQgsnNd9jBCW3xezd7JLSfXJZ5KVWolr+VGUVGSNIr8V3k88sJHFDLsjcdoZ+SXBb734Zn7Xu5ekZ+n0nEqI9c5N6sAfXLsb20yYyHXIlODVy3OYmxZjZ1NUf0Dh+pBzX9kHCsZ36ELru+b4o5E5hjMx+/escmWtTuVJF6+ZYrdisrxNMBfyj+b/jI9u3cOTrx+CWCJDiZIKsx6QzwW80Jynmfh0Epf1YZFhYlEqDehZKc4rOcqnGkRjefoTNpkFE16bcadDdMykFXhs93zWtkqoQsbioz5WH6rnU612O+gQ3zlJbrrF+XCSJDVIRwxkoiidNchME8gYHhhDSfBuWCgTUsema+X4fCOH5cXsH9/ksbsucqY9wZ9dPEIcmBhbNspSPHTPad5WfZ2yPaTghpxcn+Td53+Stc6vfMe6ekMWO4ZBMBPzj2c+x7+1HuWZlQMYgSC/opNFOwfAdmLyyy75L75O/J7j7Nm1yJ78FidyC6zHJZw2+Je3yUo+cclBhikiSDAcE29TEKa2jheqCayBgVfykUGC7A9RrslwPKO2p8Gu3DadzKU9dClvZsR5gxGjxz4z5rH6eca8LvPeNrucDb5Z2oUy8mSmoFIccLC0zpTTpG52uRyMcao7RdRyEEEfNRgikgTDtlFGCa86ZLjh425qQ02Sg9SF/IEmc+UmJy/N4F+2GQiH1fESBSvgxMwSSSa50a7Q7bt6NrzRRO4rMTfSwDZSLnolMhOKN2KcxRa9yTFuG13mmcgi9V1UlFEq9LnVv8E3J3ez0h3FnujzPbtPcbYzzsWT+zBCeGDfZX55+gmeHIzxROsIvhVxGS1QyQY2jZ6tn1puhpISc5jitAXuDRtlWuQ2NR6r85Dg++Ze4fnmLl6+PIcwFFHVJFPgLNrklxTeeohKU8zmgOJVHxkrSq9tQruL3Z4gqDs0A4tL7ijmkkP1XB+jOSDLO6R5G78Y8CY34DNmiLWp+zky1qKTYc4ichLWB3mizCDODHqRdpUU3RBDKozQh5V1zJyDkjbKVOSNkJrZ457KNQaZzeejQww2cxp+Op+SrluMvRBhBAnbRwoM5yN2F3o00hyZgiynE3O8TY3vQkBQNXdCS3RPRZnaYBUlNqlrkZ8J+e7SKywPHyHZcrFbkuJVnVO4fLxEVpGYIsU1E1Y7LoXTNpvD76yqeWMWe5YhQsn1uMbJ9UmqJyVG8O3tSem8QbJQxNuKkSNVwpLkYGGdMDP5pyffQdjwmL8cQ6NFNFdh+4ijtc2JvxMSqEi9DHxACTJbEJZLeJsZ1edWEXGKyidMF1p88uwtfGb5bhJP0XtXQr7SZTGu8kVlsBBWGaYWLzbn+Gq8DykUN96ngAS77/LFq4cImi6yb2B1JE4DRhsK5VqI8TqYBplj0ZvN+MCeU3ykeyfVc4BAM9/yglY1D4DsaZKutya5MZzW2C1boYRW5slkR6c/OwoCLp2cIXMyDF/R3QX9aRuRjBHMxGwGOg88rJgYgaJ5rcK/SB/XQQczXWYrTabtBr2cw2tTKXZL8rWXD3Pr+f0YGzbeuiCoKwpHtolTg/D1MnZH6xmSfLbjQUix21C4oX0O7cMp5siQO2cWqZtd9uS32J7OMYwtml1fC0mqKW1XEpZ9vL3HCaqC7t4EGUpSZxS7W6O532A4keJNtXl89grfKO6iebGM0/ZuEn942ePQ0k9BOWLi1nW22nnMl/JYLYVIbWLforHf4NbaMqBz/SyZMum0GKQ2n9j3Jvz1vXTmbTp7IC5mPLl4gJIXcHf9OhVzQGO5TPUVg9ZBxZ13X+R0eYLeqQJ21yLJK6SbUrKHjJlt7h5f4MsPukRdG/+KjRFCWNEW7TSXYhRiWHGZ/GaKMcxIcgapLXg5PMCP7pnSugA/JUkFcUEiI8XSE3P8vDNHMJZgVQPklo23pWOivtN6YxY72rByNRylv1Jg6qUOmJLBlAdKUD0bYgQJMkrJKnmiIhz3F3mutwfn2QL16yn+uVWSRpOovI/OgUTTaK2dG8bOH8LKkGZGPCKI5gThVZfq8wIRp1i5iD35LS6d2sfsf7jC4t/cw//4dz+GK2Ke7h7gXH+CduwRJBZXNmuE6z6lmTa/9sB/YDmu8M+eeyfWqs3EKUXhah9zs0O6uIwsFcl2T5EWXJQUpI4kN9vhv609y5+4t5I/uQ5SYO4dJayYDMct2mYOqycwAoXTBPdsepOznxl6J4DQGeeDKV97vF8VxDmD1tEMUQkZr7WYLTToRB6NwCeNDYKSxLIU+euSeLNCdGjAPfPXmfe3mbG3iZWJO9lnaPvUnzUoX0qwVrdIF5cZPn4b3l19UiXZXi5TXIjZPmKRevopagQJRphSCjOGYzbl71njZ+a/jERz2KSXURgLuDKo89X1/TA0kJUIczwhmDHoJ5J8cchD40tshznOiHnMrsQ/3uDRqSvclr/BY/5Vfs+5g/+w92HslragomD8+RDn5css//AR/vuf+AJPdw/wxLP34m0rvK0MhGBl3GGvt4EjY1wRUzCGHLNXiZF8dM8dNLZdejMKc08PEZr0rpXouAUOlDeYcpq4KyZj39ymPzXCj49/lc/7x/n85H0kTUHiZ9h2QsUeMmp2ebx8ioduPcepwSwfTu7FbBuYu3vMV5tM51rsz63z2+J+8me7qNUNhCHBsnFa83Su5elPgdg7JFEQ52ycGGY/vk529Qbt77+D9fs9vG2Jtx1rvuJ3WG/MYk9TckuSP7x4JyhYeaSkGWE5/WWnaWAEeuslFAynUm5ENRb6FayOwuomZIUc5twMg5rEKAV8K50qTSRiy9YOtbk+s7Um232fTs9DGUo7nIIIcWmET6QnkBXFyvv2MBxT/NKVx8jbEWNeF0cm5IyInBGhFBh9SWulyD9U7yHLpPYuFzOCssSuucRFG2OqQgogBKln0NxrE5VBqID/Y/sektigfdcUyhD0x7VHOpkMqFR6NHsV4o7mwmW27l3EOY2Jzq1kuM10Jz9eYMQg0wyZCJx1g3jgsbDtcMMavfkWi0TQ2aNz65J8RmZnEJg8d32ey+UawzGL1aDEsOFhdA2GY4LE9xmxJMbKGjJRrHSKKCWwgMzW4zgZatdc6pooUxKVTBJXsHx5jJ/rfxePz53jveUXuRBM8uTaQfqRjVcISX1JEhmEfRs3HzJWHRClBi+tzhBFJpmbETkwn+8xbnc4N5zkm+19PLcyR35B3+gaRyEtJfRWbNwrJcyB4jeXH2S5XULqhG2cToYRppCa7HY2uBqO8qXtw2QI6k6PDIGKDMIqJLWYA/UtVrsFWlsOMpQ8uzzP6+4EIoP+7hIygv/58rvpBg79qYygJpCRIF7JcbUywnYljyUSbJHiyhjMDGXqBmxj6NOJHC616yRdi/6BEaypEqktUaZg+7BFfzpDWRkMTe0gzOvm6nBXBde16M5KClNNOkaBdssitf+abeOzKGbiG116izlWHoCf/NFPYpCxlRRoJx4vN2ZpBh4FJ6RgheySKa92Zji7Ns74SoKz0SeczBPnS3R3w/7JdR3BHLi0Oj7uksTqKayjA/7buS/xueYJnrq+j9QCpES1O+z6dI+w6rD0oSG/8cHf4ifP/g34gzpbFUn7nZvsr2wy6zUomUO+oXbjNAXl8wYjpyRhzaP/XkF+ukOvVyazLcIyhLUUZ8tg9JWEOCcx37HFO6fP8aeXTvBHT7wJVUjZeF+AZScU/YARK+ZYZYUJu80fcyut6D+RoRoKVUggkZQvC7yXrqKmRhlO5ZGJwupEKENiDWxSW+JtxljNgKjqMRy16MxJ9r7jCvP5bRqRzyCxefWlvYx81aI75fPJIwWyyMC/ZmFE0LslYHa8wbo3yfQpHyNM6S0UQUJZQJSTiASsrkCmirhokXiS3pQeAc5+LsPqeXzqJ47xj+59hj8Y1ll7dpLEVxy/+zJ1t8eXzh7GWLPJH+vwo/Pf4KMrd7L09BymAHW8z2ily50jNzjsLfO/Xnw7w6fq5NYyRp5ZJa3kCL8340N7n+fXmm+jsFTDbSpufHaXRowHeoLgrnQR6w1EsosH3Q1eHcxx5rndmH3BlR0whRzLGO6KOLJ7mZ+c/gpfah/hE9fvxGpL5DdKhCGIIqzdbeBugfqNUbIZg0Pfe42q0+fFLx6ldDnjeqHOtbE6NbPLvL2FLyOkm5IFBqpnsRUWkE0LZ1viWrD8gEJZuu+BnXHr3ku8tXaWj63czsIrUyipiGoJ0Yhg3bCx+lXkPU3+yeE/48uTh/mSf4j0s3/dnuwqQ7YHeOsmZs+ll7qUjAFz9hYtw+d5NU8/sLGMVIc0ZIIkU2TpjvlBCESqx2Ai4SbTyzUTbCchdcCIBI12jk83bmUzyDNS6LNc9ognipieTVRxiAsGnt9nRIa4ZkK8M94JYpNW5BGkozo2KdVQDBkLgnGfsGiATEhTiYj1U0dkOs4ns5R2z+UEU4U2R70lPmkcJwtBWvrpZpgZY36PEafPvLtF1ejhWslO32En/90WUEvBSTV8UEjSnM2wZmpRS003f6KCzgozQhOjbyCUHteZQ0kj8MlbIYnaGUlFAqufYQYGKhMIqYjKOyhqS2fMZxaIcpHMkhgDqTFbQp+VrYF+D2SkRT2prb3yYofCogxBEptcTUzWggJGoEd1tpFSNAMsLybOmQxCmycbh9no5YkLui+RpjqM4rXWNOthka2tAuW+Fl2lpRxJ0SGMYq4O66R+RmfOITO1jxypCUCpK4hHfOwkQxmKlVTQTrybTjFjR1aeuRn5yoBMCb7R28/p1iRWR2L2xU2TS+pqIYvTEDiNGKsikULhyBRjCG4zRfRM1sISoCXTQWZ9+wjppFhuQhQapENtR85sHU3u1/sUvJARZ0A3czFFpsU46NdCpkh3Aj4MYD0uszosQduC9K/Zkx2lUAvLWBtbjNUO8ivlx8hP9PinRz9NgYDrpyYpXxA06yXWqhmqFnFwZg3DzAjLBubAw17v4w4CSrUJblRGsSoBd80uMOp3efWIzbBtU33S5+qvH+Tqux1+9bt/ly+PHubj4d0YgUsyHuHkBuwpt/j17TcTZ5LNWwXKVBhDm4vDUcRlH3dbkNwS8tjDp7BkiilSNsICmzdmGaznqF+B8sUB3TkPlHZedWcEYVnx7soNbnOXKPtD1u0i7oYkd9KhN+My/d0Xubd4mX32GmUZ8ZuA1ZF4G4rq+ZDBqE17T8xkucPW2Az52VE2b8vRvXdIpdTngclL5A09agwzkz86fTv2pQJOE/KrKU5T0Xhqgg1/nHAmws1H2C2BOcxQwiBfHDJW6PHwbRexZMK/P3sfq2dHySXQuXWc2BP4a7pfoAydjlI9F+Jc2aB3yyQbt+vgTW9TX93bR0zivAEE/OOr7+HySh0/0TeCJJNYIuWB+Sv0p21eeO4Ai7+7n/CYyaPf+wrD1OLpbxyBDY+17RKNnqLmCeK8oDcl2D5aREkwTrt85fXbEfuHjP7QGmeuTlF50SJ2Bf3jAZaT0J3LYbddRC7g55feRTP0MXf1CAcW2YKDjAVzuzf4wPSL/Mq5h1j+5Dx2VzGxnpDakq1jBuFIBqUYNx8SN4oYgxina3O9WWHDzlO6lpE7vUZh3wxPz+1mvNAlGNHHoiwwERnsm97gkdELLIdlVoYlrjRq9M9VSJXk+/e+ymOF0/zS8lv5jStvppgfcsctl1nrF1m8Wr95k01dxXCpyC93H8G+5LHviR7N7b8mCrr/dGVBAEGAuxXhrXr0rBwbicbwWj1t+UwdgTIlQU77hw0j07nhtty5A2bax940iC2bINUv18+F9BNJbsPAeOYMzgN3sNtqsJ1b4FPjx0gik12TW9S9HkkmudQdJYgs0kIKQiEySZYIcm2Bt5XRAU4UFqibHfZbG5yPxnllYQYVyZ14qm+lpXAzEjmzIG8E+EJhGbrhJmNwWylBVVNpCnJIrAxamU2SyZu+AasxxHYN0h3TQ+qin2wlqFc77Ctv8njpFCNygC8TYiX5en0vaxsOMpYkrr77O03tJYgqJqGhyMU7vyPgmLqbfId/FVfG/GbyZpymtnIGZamLK1T6ae2yQwLKyBpNhJogLugADjb1aw6rGWklwZIZq92CjmPaeQh1I5dW4jPmdHC9mJfig+SutmnPj3DIX6Wdejzbl7ibWv9utyKCMYfYN0ltiMa1+N89b2F3FOnRlHeNnmKhVUakZQAKxSHV3IAboUngWwihuLCld2Z5L0QIReQ6KFNR83rstjcIA5v6pRhzqN2KScEmsyUqn2B7Ma4d07eV7qEICAKLNJXUBhmq18fqKhptD0Nm9MoOw1Q/eUUqqLgDDrnLODtQu1WnyCAGYcKE3WKfNSRTgrRrkfgho06PXuwgUp3FnlmAhRab9SycFphL2xDH37Gm3rDF/q1ldkP8NRera/FvNt5NZkEylrA6k+n8KwXjU03ePfoaXzYPcdEqktqSpcerBLUK+euCqa9FRCWTi+f2k3gQTKQoQ5G4AmNyDBnDR1p30klcJqta0XWissSo3eUPLt5FfKmISMFJtB6ZQkyuGFJ5SxPfishlBh9ZuBPHTCjZQ/qxQ5ZJskLCxlsztt5uUsi3mCt2OL84zvjnbBJX8PX79rHb3mCrl8MIICor1u4yiCsJNwZVPhrczfMvHsBflgwmMsShAUHdIc5XkCk4z1qsywKpDStvcomKirWlKhvn67y6fJSopPh77/k8786fZnm5ysQL0N4NW28PUQqyvvntJJ2OpY8Hpm76DSOLi9t1fvzKD6KGBuXTJvmVlGFNMhjX77uMd9J0b2syVuhxeW6S/N23EIwq1FhAFBu0PJPMUuw6vMqh0jpbUY5W6HEttIiKGuq4+NQs150Z9r35Ou8bf5nD917l9elJsiDil7/4dqyuZPTVBKubsvBWm8rRFs3XfSaeTehKE3esQ86OWRqOYnUk87UGB51VlNLajHAg2eq7OFZCpdIjKRoEp8vkTzl0ZiXDu7r4bsTYiRWcnay0P9i4H7Hk4m50EUGCCEIMKUhdG7cYEkemTvYdTbjyfgdQqIZLGkriPCT7ZyguxniftFi/s8qePc9hiRSrYeC0BCu9Eo2RPL92+gHyX9GdZ98SRAXBr196M18dOUDd7fGeO17muc15/uz5E8hQYA11oU/fusIdIws4MsESKX86cQsr2RzxR/7qKa7/1ZYYRjhthdvIGDmbEhUNNt4b8eZdV7jSqbHZzbGntM193lWW8lUuGAfJLEHvYMTt+65zYWs/3is38HMe+YUy4YjDqmcSFzMd+FDQoY6vtmZwzZhRv0vOjNjnrVM1ewzaHrULGjKY5CBCkMmMohfwE/Nf5RF/if9l7VG+cO7wTU6dQnPoDC/h4T2XeLR8FlfG+CLkn0Xvwl6voKRgqVvm6sgoYWBhxoKwkiHGA3wnphn6NAceU1/NyD97lcUf2Mv4LduseQW6FLCbBuPPxVi9hOWHPII9IWpgYG6b5BcEkx+/Qjpd5/W3TPP+wmmMhkXpfIvOrgrvOHCaRBmc2p6kGzh01goYPan5eTtXRJJIosCh8JqD21Dkl0LsxpCwWNLn+ORbkVKK7507w0OFc/w78xHO1CYwrRTPSkgzSehaeE7M4+NnuM+/xDODfbzenWLDy9PxfIxAUDutC2z91gJlY8APTX4TJuEXr76F+PfH8LYi3KUOypR4BwZ88fjvc9/g7+J+xmBQM5gsdhhzu6zUSkS2zXSuxZjRQymB0whBOJogkxjU8n08M+bGVoXi509jvekgiydMnMKAx8fPMma1+bOtY5zbHsVpCmR7gIhiiGJk3iOzFb4b0hxa0LOwRoYcP7jCcq/E1uujWB1B4iiCUYfcjR7ujVX64wepmx0GmY3Z17r7buDo3PlrOcY+fhlGq2zfXkVJQWuxzIs9j/cceo0frDzLa81pihe0sSnOQ1RSPD5+lv+m8vrNOrFEym8dfpAdDMGfu974xd7pkV/wUYYOGxB5g3JxwG3FG2QIkkwSZQaf7R3j65t7ya2nuBshYuDSix16+2IWf2gf3qaierKD1UmQoW6UbNwFG3eWMSb6uGZMkknakccgsWnnfFwZUx9rs3Vi5CaJRCRgnczTNPL8z63v4nfrDS5emiR/2SQYVYwc3cQ1E8LUQCnBelDgi82jHMytcbd/hUOVNb728AQAB/MdeqlLsu1Sua608mxXxHBos/zMFFZPoGRKdGgab0ux/NQMRgiVts6rC0YM+uMm0cEhj+69yNeu7sVczSEyRTI/RuqZPP3UMe4bPUhuW9A8WkIk8NnnbkOUI+7edR2nnPDNYBcxLu19kt6sQVKNmCr2iXIGm8cl3Z5BatkUTYHdy6ic1c6s3v4YpxzgyIRGmtey4OKA7sCh08gh2ybFKzo3/uXxOQ44q3x88QSbZ+uaM5BPCWzF1s4dxkoMPt88Rt4IyZshmRK0d0sGozZ+TU8ilOrwZ4MZZqtNLr9vGmVndNdGOa9GYdXFHgq+cuYgr6xPM7xeoDejj0z+FZPBWoUrMz754pC4DP1HDtEfN1AtyYYqcqY8QcPNYcuUiUKXC8d9LhfHsNuC0rWM2BeU5prcMbbIly/eQv1laO3Lcy1XpdnMU72kXZSNY5DUMgpnyoyc9ulPaqMPaHps4gl6XY8vbR4mrsUs/819Go/eVZh9PcZNbIsz7Qm+Yh8kZ0VcPR5jtA0KVyV2R/AbLz/Ap8ePMYwsosQkTSVmOQLzDZ719hettNHEGA4RuRzpRBWUzWyxySP+BW0HTU0Gic3nVo5xY6HGwes95FYbszfLILa589BV5m5v8Cev3U7txQTRTDEDjygVPHLf6/zU2Jd5cTjPN9r7aCY+raE+Y20V8/gy4r7xa6yVt1nplVjdLpGtuEw+PcRsBTQWKqyM5ZlYyChc67J+T4H9b95gwu3QTVyGqcW5xhgX1+ukM4I35S7wQOki3cdcEiWZ8xt0Uxd3zaByuk1YLpH3AnoNnz2f7WFutGnfMUHjoEPpWkz961soQ4JpkFRzrN/pMxxTfO+h1/i50Wd5d3eErU4OkUFnl481zNj7hw3EIGDzwUkaxwTeqh6DNQ96HD2+wlFvkYVehUXKTI202VvcIlOCWEkskVGduEwncXmqfwIjssitRhRPNdm+Z4zxt6+xr7iJJVLWkhJle8hMscnZwTjWhkVuUTD58auovM/p+ybYrBbZPFtn/jMR24dd+g8Mse2UdFz3HpJU8szyLopewIg3QAHhgSHD0GCwbSEysDLBpzZPcHt1gb/3rq/yROsoT3z1VuyO0IUSQeGGhRFWKHvQnRUYAYyc0buHjcSlO24gRlJW3iyRCdjbBsnQ5eLIKL28Q8UesrewyYPHL7LvznWeaB3li0+fQBmKH5h/nftzF3lm7VaKH30e+x23szBfwNywqb3aBcD/wS6/vf/D/K2JD7HhjBHPBdgiRYpMF7svUE2b19Uk1bEO+w5t8fKNWUY+52L3FGZPkpkGV7dG+CKHKVoB7zxxiq8v78Z7sYS7HeNtW8TuGH4vo9jP2D5qUX9slS3rO0vo3vDFTprqcAIzRPZDnJbNK9dm+Rfm4yx0q2z3fYYDh6xl460ZkPU09jgUbPd8WkOXy7KGtWFBkiKUIrecIRLJduhTEAmujEmVoJ/YNFo5VCL5bP+otlXuMMEcN2ZipM2azNi4M4/V0fJMHfskGExr5dozV/fg5wL2j2ziGonGR8cm57bH+dXsUQaJzeYwR5pJFjoVosRgh0xN6sB0ocV2MUdctJGBTo4xQjAH2hySzY6xdTxPnBcMxhVJKaViDrCEQZwamMG3+W1KSp14mqREBUFcTnC2TOxOjL9m8Pvn7masfBgpFJPVDlu9HIsbVRAKKRSGmTFS6JMqgUh1IxBADENEpqi7PXJGyNc299GPbeaLDfbktzijJnA3dGJucGiKuGAgZZdrYR0Ra3y13VUMruQYFDLysx0KbkjeinDMhKvbI6zcGEE4GV4hIHMlgRKQClwjoxc7WDJlxmzgyQhzILC6Wi4sY3DaGXY3Jc4ZGKG+kcQ5rTY0ArCaO5e9AiPcuUkEgs3zNdb9Krv3rnFbdZE4M9lO8gxTS+evK3hqbT/ncuNkFqh7jjIYNRADgRHo14UUbPd9ngvmaPV8zBjoWHx86zZ6sUNaSAkMoJBgOQn1XJ+jhRWul6tEBU9z5LsgY8nA97kuFVJmGELRXc9TyBSZJTV6OrfzGZuCuKAY9bs3A0n/vPWGL3aVJKg0RUQRIoxwmh1m/2iW87UjJD4IXzCyoShf6CGjFDJIq3nsDvSWCvirEnspY2orQQwCVBRR/WKLkUKes/eM487rn5NkBlu9HM4FD7sF5SsSuxURlWySnGT1fpcfffsXKe4O2LilyPWgxh9/5T5KFwX9CUHjqMDbgJk/MAiqJc6+12B/fZNBYJMOTDrXRzi3XCPxYTiegRLkVnTGWnElBlMSFxXfV3+Jghny0oFbyBdNZKLwN1OsrR7p5jatt+7hu376axSMgM+tHSVItBIsVfoc6Dd147E/qbu2TsfHLDr0ZxTze9ZZXZ/CWm1RXc6onPIIx6t0f7bDz+z9Cj/32e9j958MST2TsGoSe5LWZIHMBjOBoAr5Jak77tkMtxSXSJVk4euz5JYVS9+f8U8m/4xPqWOMPz9gOOZw7XtNRDlixEr4xsYejFCQ5AwKiyEjz7fp7x9h8OMpd9YXeHPhIvPWFu8795Mc+O0Bm7cXmPoby4w4fZaqZYaxRaoEjaHm/h+wdKaetw65jVSz8hPIXW2hri/h5nIUygXi8RKr93skHnib4K/pNJ/E00mqblOnvuQ/1QLg3E+P88C9l1mLipzuTrLUK6MshRxIWl+coDcYJ55XXP4xE7oZzqaB3YI0Z6GEoH/V5xd4K8nVPLmmQkYGzzePkBQUkwc3qHt9oswgU4KH6xd5X/FVBqnNn87UcbcExespVj+l2bYZTBSx+gKrqaiHWhkZFwx6s4KwmmIMJTISpLsDHh65wKvmGzzF9T+7lNIFH8eoJLkZYmD1df6410gwugHKMgim8sR5Q0trDS3I0BFNgnS0pLlngwDl2oR9m68NZ/hmZx/nt0dpN3PkAjADhbsxxNhsk7qjBFXdHNlKigTKppnk6KVatJF4Ggec5jPSpkTGCiNWZDue6jgydVBAqJVlMtHiFZGC1VE4XaVvUK5muOdkSM4MSTytSpM7pNVorICd7WI4KtjrrlOQQ2bzU7Qjl1bq82pk6l2CK4h9DVGQsSCzdrTzQJrpf1GmoQ0TSgdJDCOL9bikqSf9EKRAZPpGY3UFyuTm9xAKhK93Nb6MGGQ2Vhe87YyNTp5LcY0ksEDpzwkFWSLZbubZBtxAu7ZEYmBUc6SuoN1zOd8ew5EJK3YFs2Ug2wOsfp5W4GHLBENkeFZMmJikStBLHC7Ekkac043TvMTfTDCGWo4qqxWwLTLHJvUMopIi9RT+msDpZgile0AyUd9+bZ0+JAmoMgUjoJn4N4sSJ0XFemdgdxUy0lHgMhEYQz0STR09gpOxYDBwMKJvj1uVCcrSwi7fjOgHeXqRzWJQ5bxXY2FY1YamSL/XmSXIHJ10I7oaBiKUphJrXoGe9SemFkspBa905uinJ79jGf31KPb/ZIlCnoW3GUweWKf3uXGmPrNEVs4zmC/TmzYR795mX2WTcuwSpiark0XW9nkQSYx+QSOVFJCBd1nwv57+IN6morIckc8bdGd2iKj9ENXusHb3DNOPLdBrl/i3T70Fqy2pntVIZONWQfc2fScVwHAKVu93SHxFNT8kySRyxaV4Bbpziv6jPaKBjblqY4Qa/SRjRVjRjba4lLIcVximFlFJgRAMJhRZPsWtxIyXYyaNG3xm6xZK1pC3VU5jiZR/feUtrC28A5RgcE8KhkJ4KapnIl4Hux3hLzss5UbxAugdHiEoGWzfolNa5Y0i/+7y23C7gs27KgQjgsFMihwKKucUdjfDaacYg4TUNejfu4fuvKBgDGmnOpnE2whxvlrkZ699CK8paB60MQPF3OcSZKw1+ACDsYxBXdK5W3L4rkVWmxWKny0z2HJ5Lp0CYCpJCHZVQcHmsxOs5Mew5vqUckNGc1pZ+MzGLj7x+q2YTsLUW5fZ6uXwfiePe3WTzQenaB6u6ONPXxCVFZO3ryKEont6ksKlDuFYjmHNJCwK2nslZl/irtcwhjF2NeBu/zKOnKMbu5ADJqA18Bg2SihTUj2b4X5DkHg6OUYJnbuW2gJlKLLIwEBjqnpzGR98+JsYIuMbm3s4vz1K61oFd1PyZXOMJ+zb8DYE08/3UYZg7V6foC6pHNnknZMX+OipOyhet4l9QesgxMWUmT2bzBe3eWV1hv5aDveix/lPH2Ww+uR3rJ2/NsUuDAPheWQFD2eyz3dNvc4fOuNkaxsIxybOFxjWBB+cPcUD+fN8o3eApbCCZ8ZsuHniVGom3Q47LI4N7G/mGTkdYm/1EQur2NMTdKeq+k6fKcgUYVXx/ZMv8dvR/bBUwl9TVL+5DJli++gMfnFIEFrEoQlORjCmgxdcMyFTAmMocFoZnd2Cw+NrLHYqtNY1oEJkSnfOHUlUFGBlNNIcw9Qic/SYhdGQWrnPQ5OXeG/5JZ4b7uGTyycYODbVao+yMWC7lce/bhGMZsixACEzDEMRRBIlDEgyrL7CaumGVFgwCGoCf1cb20zovzqCty60/XdEEI4onLEBQccBZelgw80hRrtPOFelXzFIfEWkTAapvcOCz/DXU0SiJbVhRSC2wLuyDd0+pCkISZzfRW/aRI0P+cczn+MP/fs4s3gM/+QiWatNFobIYwfo7i+B0Gk1MpQMRy2GVgI5sGVCu+9h33AIxwzuOLDAaq7EDfMAahgQjAi8A036XZd40yErJhyurJEqwctiEjEIMYYuRmSgpCQqZ6S2ICrbWLbEdYId6ktGmJlIoc/DUihW3SKpLXBaKd7FDZLREtmMT2rrM3TqapWl/oC1ujDLpby9eJJ+5vDU2n66PQ93S+KvabmvTBTudoK1uIUq5YlKHtlkwB2jizxaPMNnikdBWWSGIK4k2OWQ6XyLabfFeWeMvuljd6H8wgpGL/zONfSXCYkQQvx94EfRG7PXgR8GJoCPAiPAy8APKKW+M7Sa/3xIxF+05PGDXP5bFZJ6RLXWJWfHrJ4cp3yOm5LNzBaEFUhyivzhBodr65zdGqO5XsQuhhyZWCVILS6ujJH2TawtHWssdhJVUgvion5qly9oh1TzgEF/NtHKpVhgdyQjp3XSbJw3SG1ufmD9cYPW0QSZj5kZbWIZKVdPTpFfkHQOJtx+5KpGIqUWq90i0ZdqFJZT2rsMhmMZaT7DKgdIqRACDCNjqtSm4g6o2X1G7B5rYZGr3RrD2GK7myNNBY6TYBkp3bNV6q9qZWFQ1dt3mewAEqV++lgDhd359rleSXAbCnOon0KZCXFBENT0ttFqC8whjD/Txbi4gCgUyEp5ugdKLD+qwM6QXRORCI1X8hMdztE2cBs6LgkF63c5BHWdo6ak0gVhKqyGydRTMc7GENkbIuKE3tFxmgdMhqOK8pFt0kzQWihj9OTNwJPUVWR+ejPkUCa6kYmC7r6U8kyL9uUK489Bb0Jy6PvPs9vf4iMv3I1/QwuIjBB6M4r9d9xgmFgsnJnA7AvS+YCxkTarl+pUT0o6e+FH3vkkg8zmTz76IJWLKf0x7YwL6hmFuTa9rot32kNkkH9knYfHL/HHZ2/HPeWR2RAVdWE727qpK1KQqdINw0G2o0QUREXB4N4+U7UWixtVsqaNt2wwci5hUDdovDnEtBPMM3mcbejPKpLJELFtk78uufIff5HB+v/DkAghxBTw08BhpdRQCPHHwAeAdwC/pJT6qBDi14EfAX7t/1El/yXWcLrADz/+Fe7OXebnLr2bpfUKqhqzdbfEbBt4GwKnqRh/ugVKceHHygSVbbo9D2vbJLZT9hU26ScO58JJZM8grqbEEym2H1PKDwlik6DtoUKDdmZi9g2cpqKwIHVU8qGQwDdoDU2clmT02SZcWdQTA6Vw3nSU1gmBZeunepJJMj8jrAqEl2DKjBmvyTtLJzkTTvGrxe8iWxNERYUaCxEdG3khT1TOOHHrFab9Fp4RY4mU1aDEq60ZACyZshXmkK8UsAdgv2WLv7nrBX7t1NspfeYUslgg2jdJOGKxcZtBVMnILRj46+pmT8EMdRIu6Ay7zNzRuUutjJOxIHX0xRylWpacttrQasMilHqzpM4kg1ET9VCTgzukVkemvL49wfpihVCZDEa17TL/wAYfmn2Vr23t5/JGjfR6ntGXlLabogmrhmsi45RB3WBYVxi7evzTg5/iSjTKL599F/kFcbOZtn3ERNzRJbhWYPZzbYRSXP5ACbmrT96JMaTCbkvKL61gHazTix1K5pBD+5dZn8zTWC3hrFowGfBDU98kU5KP2nex1i+wvlRhY2mMiZcy8n/6As577+CW9y0gyfh090FyiwM2T+Sp3bnOnfUF/u7I1/l09xZ+5/pjGIHggfEr/GztWV4cn2Px8gy5FcXMF3uIOENZEmUZdGddgorEVPrzGBQl7QOQlGJumVxj0m+z8sIkU8+mwA6OW4Bpa6/u1NeHyKdPsf2376Izn6DGMrojkvRTf3XXmwl4QogYzXdZBR4B/sbO138f+F/4f7HYvZU+v/3Uw/xO7T4K+SGjtQ7rC1W8ZVM3iDb1VmzhnRUST6HMlFdvzKBSgRqNKZS01riTOMiWibspkbFEJibd3SalWpNBWMRacpCRICplxOUM0IjluKiYnmiw3fPhWknndH/LiFQpowpazFJ+zSEs2SwfNHG8GKMv9VgmlhohNajyb/uPsNYvQqZdaUYkSLYdBBCXMlRB3xjCzORCe4xebFOwQ4p2wLnNMcJzJT0KqyqCUQXNHP8+vo+4mLH84yeweor8akpmCGQoMPp6ax1UNfzyW+mzuTXdRIvyBrG/g4+OwO4r/K1U559LuWN0MfHmZiCMUGFEMl6mOyOJKgoRWix0KtxSW+ZoboXVYZF1WSH1FN05naE+WC/x+8E9DBcKeKsSS0FnToDY6Y4pMPvOjkMQKueg1y3w39vvwbESjN092pMWxtMOxWsBuUqOxtUC3prUZCHXJCmn7K01ubFZodsq4BiKzQcmiPOCGxemOetOYKw6WD2BGEtRB3vUCgO+2j5EL7G5vF1j2Ldx1nROe+oIorfeRlCR/PRL78cwFKIC63cXSL2M9e0ST/QO8uLmLKsbZeqXQCYZX7hxiIIRYIiMbH+fxpjDYLyASHfy2HZAoOZQ0Z0RbI4JkBpY+i3ASqrEzQZwnJOEJUFYBcdJEEKxcl+F/Nxd+kjxkqYZIUAO/gquN6XUshDiXwMLwBB4Ar1tbymlvjXBXwKm/gvr979oqTOXOfjPSmTTo1z9hw5vP3iWP7p4H9VzKVYvw9kOaBzJ84Mf/BIP5s7zwa/9GLlXPbr7EvbvW6FgB2RK0Ip8vA1JYSGjeHWAudxg6X2zjN3RZblZonpGd6hXH4+ZmmiyGo1idyRRLeb7pl/hxc4cr1DSF2WaooBstEJ/voCzHTHxscuoepXrVpWgbuO2JGZfE3GD1GKlU6R7vooRgJFBWNXbOn9ZEowo1OyQ4k4kVD9xuLQ4htyyaO3qctfUAv2lAgd/Z42kXuTqT0p2j29x/aVpzBse5gM9fumdH+ZXlx9h8ff26nN6H4QSJJ4iKrETyaSwm5L8Csg4I6wIgpEdu2ZT4TcTvJevIYoFMnOcKC90gs3BMaxOjNke0pvxGBwKMd2YaGCxPiiRH7vK2/JnuTQc5Yw5SVZUDKoZKpZ4lx2slsPohRDvwjqte6dZfUeM7UeU80OEUGy3c8RDi9rTNrUvXGGkXqV9pUxnTvLDf+tLPJw/y4+c/hmMy8tU00mMMIfdTRBhRJa3yY/1eGz0PL++8AClMyaDCUXnHT3Clsvo0ybeNnhLTWR3yMUfn+QfHn+Ck/0ZvnTtIOHQQmzbGENB+YKisBDQOOyycY/E2RDM/oZJakuuf2+Cd1eLdK2EtehiNDzS5TyzrZTcqUUwDdq7p/jd7r0cmV3lZ295khRJvBOpa6DYSvL84VfeTOW0IDo85Lfu+QOe7e/j907fA0ogRaaJt44iKkj6E4Lh7gjDS6i42m5deryBFBmXP7mP2Q9fBdtC+S5L7b+CqEYIUQHeDewCWsDHgMf/skUqhPgx4McAXPy/7F/7vy2VxGSdDrJXAAr4RgQZmMMMc5gg+yFGlKNi9qkaAaJv4q9nxAWTy7k6uUKAKTO6kaPNMBWJnPWxSzaDMcWe3CZXciMkbkGfc7+V857qJ56IJFtJnq0gj91WWAPFYFcZMVdmMGoyrAu8okG1VSUtOJg9yCxJ4ukYKuWkbPTzdHoe1k7QZJLXQIVvTQfSXKY7uErQibWCRVrayxyGFqc2J5ChIJqpEOdNsi3JlbSOmUKSh0IuYN5sM+23uFTd4bEpMIJvZZhr9lk2HjH0TRoDfXaNStwMT1QmhGUT89Asqaef+JktCMpSjwLrJjLx6E/o/X6WSRgaiEzQin26mcVCv4q1Zn/7SQakvmLogNO2sDoVHSk9NIikRZYL8M2E0XKPtCTojI+RzYwSjHp0pzUr4KnN/Zzvj2O3FAiJMvRYMXUEWd4j9UyCoeTyYBRhKMIKICHc8jB7BqkDYckACsgoBwK+0d5HO3Ip+AGWldBTEAcGQdXCGthkhsDsSay+ZupllsQsRhwa2eCloUM09JGRJCxrjoI7qr3rVh+idYfVSpFGJU8z8VkcVohSg0agM+GVoRhMSBw3YjEeIcgsqqU+6c7Uoh27yEALk8yhQAwM0kzQtj16RsZKVCJNJYUI0vER0pxFWLNJV75zSf9ltvGPAdeUUpsAQoiPA/cDZSGEufN0nwaW/9wiVeo3gd8E3aD7S/y8P38phYoiRJwgpNLUj0hgt2KMdgDrWzitEmFmMchMClcMRr62QPlChaDu0t5d4ZX7bUwrJZoPCGckQSHEcyK+Z/oiP155Hkck/P6uRzAHAqQWqdgdgbeV4q4bfG19HwurVfacHmJ2Q87/vQIPnTiHRCvOnl2eZ1ivYvUV+eUMtQobb414+MBFXt2YYutqFauju7CpIwiPBkzXm+j3VdEeunS6PsHQ5lqjimWkTNZaWGMp1y5MkD7nY5fgygcMjK5k6qsKuyNYfhCCEwMeHL9BSQpuyS3y2ePHGDRsipcFdkPhb8Q42wELjxd5//EXKZkDeAC24gJ/evZW1LpD4gpkTtCdhfV3QZYorHWQkSLOK5SjcEYH7BvdRA1ydNbKpD0bb9VEJHBm9zgvFndx8uIs+z4z0Jz5fkBaK3DlpyXvOnCaz+09Smt/HhkKihdN4rxJy04wShnvn32Ze7wr/A/me7ianyQei3n78Ve43quy9kdzRFdjRjfaiLxPWHUYjAmMwACRJ7UELAmeDA/iFUJK97bZPFNn/tOKOJexeUKSFCArZZhOSrqpeP6zxxjOR/zQnc9QMgcMUod26vGnhRMMFjy8NRh7IUNG2sY6HDF5ZO8Z/uHYl/gV5yGe9nYTJSaDAyatjkN/vLQzhszILynWqfKUt59razW8k54OnrgQUEoVW++H/W+5Qjd2+HdXHmQ83+UH5l8gRfCVrYPcaFbw1wWF6wOsoYMRmSS+QVAzSVKY+GaKv9ChdcRl8e0lhmMZo/u24PR3trj+n+29d5Rk133f+bkv16tc3V3VOUzGDDCYQSJAgARBgCAYJFIWKZGmRUuWtV57Lef1cZK92tXZtY61psPK0kqUlWVJlJgjiMAAImMQJ+fp3F1duV5+7+4ftzGEeEQtJUqI8z2nz0y9rtN1+/b9vXfv7/f9fb/f3QXu27gE3CyEcIUQArgTOAY8CHxg+z1/E/jMXziQv1dsVw40TVLQA9KcJCqbSMdARjFalHEprHEhGdk+U2eIMMbwUsyBJO7a+H0bpEAYGWOlAdfWVzjgLlPWLFw9vDwjMtTxPBstUpl2PYKWl0P6hlJeMXXy9SHvG3maA4UVcnqEZSgVnMxUuwHTV+PNG0qiGFSSRerqCVos+CyUtlgobTFfbDGS9zDMBE3PSBKdKDGoOD7zhRakkGsq5VanFpCWUuxOjL3aR2QC24kxtJRuJvEy+7IiyosZdmkIMksntSUNs0fD6DJm9KkZw8vkEGlI4jzEtYwdk00ajS6ZoYhJWVGpw87W2hyuLDKR7ynOQqwsp4wAvMiknzkIX8NoDtDWW2SLKxgbPQwjZXdunVLRIy5IMvvb9s1sl0NNkeKIhLHcgLiWUhoZclPxHDP5Nm4zI3d6E+GFyJxNZm2ru5gQFhV91PAEessEYKrQRepgbwVY3QQEZFaGU4ioloeITLnliKFBUQ+UGpAW42gxppkqIw0JVjfB8FIyQ5BagpIRUNYEE1aXsfyQUi7AMFIwMmVIYgq0FPRYEW+6gUPqK0NQIwC9F2H0VXmsZPkMI4vmZomL7SrrcYmNqMRqv0S3l0eLAE0ghbj895S6MsQwhwlaq6/EP/ISmU8Yz/ex9O+DLiulfEwI8UfAEVRa8GnUk/oLwO8LIX5u+9qvfS/x+n1D0xiv9LjTPcWl27/Fg3t3s/7oODuWXOxNj0/dfzN/VLsepwbLf22eYBSi0RSzBWOP6GiJRmqpTPPSm6tMFrqcD8f4htHla829VE6A004YNg2SnHm5TKUH0LtYRk9g5TaXzISDjRMUNZ9ffOZ26l+wyQeSai8kMwRh1SCxBfmjDl9ZvIFkLuDm606x7hc5NzGGZmb8jfnnuSl/ls2kRCd12e1uMKjZLAUVnliaI0013jJymre4p3jA3YfTEgRVDT80IBUkro5ectADGDZdHtR2041zPHRuJ1OfNhFZxuotgt7BmLA2pFEcsFvf4JvtXRxdH8e5t4TdlYxsSzC3DmfsvGqF+UKLt1VO8EhvFw906tgdKB3u8iPzT3FiMMHX13fTHOQRgY4eqHO+HkInNNFRrrlZ0UGTEi1UWnjRhstnV6+ltVwhv66R5CW9vSnSTZip9XDNiF8++RY+5t+JTIVy7zUTgswkyXSivEYyViIccYgLGpkpyK1LJbe9Vy2N0nmJeQbW8y7WREpmZ0RVG4DqcUni6HjjRTqFAm572xvOEzzc3kGQmhw7OovR1TAHAjdSJUktyUht9VSPi4InmnP8iuHhaDHvabzAL5+4jdyXS1S6kvyyhxSwedjFrwviSkqn51Kt99n1wSZJprHYq+KFJmJR8MSXrsZpwtRqitRKPGDeCqgcXV2AX1NrLaxJ5LRPqejx7pmTJJnGJ2vX4yzPYQ6gcFGSrlucOr8Tr/t99rNLKf8d8O++4/I54KY/Z6h+35CaoGz5zBsuH648zk35s/yj9Q+BbSGCmNI5CFsWcUnSr0hEI2R6tMPS6TrFxQTDi0kdtSVqHzSIUp127HI2qrMyKOG2EuzNAJE6ZLZQyjeGuCymmBngTaVIN2Ump7bg+pJD9d6TCNNElgpkRYdgpEhmQm5dkl+RrI8ZvLV6iqV8jTAxsI2Eg7lF9plN8iJiTZTRzAxLpLj6NI/LObJMMGc1OWilCDNTSb3QIIs1RCq2n9pK6FH4OoO+w1FzHLmco/TMCtKxSN9RY266yfunnuHdhaN8cXCATyxeh79UZP4ry2RrG2SH9uA3HLZsybsaR5m2tjhgrbHk1NAjMDxJLedxe/4Ei0GNjV6BwLMQkdJk0yKlWpOm24koAZltIGwLzbGRpoHuaaz2ixhdXd1AXYFeDcm5IRXHB2CwVsBZNwhrKaIWoWuZsmdCCTakrklY0QnLAiNQVYPEFSSjMWQC8wWd/GqM5pvKF82QJDkNPZTkmgnSEKAZxJ4yaCRTZcYNr0jXdyic08ltSlJTeeMZQQaZWnNJTrm3Ngd5nulNc2PlAvvtNeLIYOJ0iNn20TbakHNIbnWJ6kq+PAkNqmM+f2/iQYpaQD9zWE6q/NvFD1I5k+GuxdiLbUQQkXW6CCEQtQoynyN4Sw1/XMJoyO6JDXYVm3yk+ig6ktN765ws14mPFcivSOhLcpvbXIPvgu+JVPOXhe+HVPMijB3z9H9J8P/u/V0+vnUb31jdxdb5Ko1HBGFJ0LklxC2GDFs5hK8jCwlOISL0TbRNCy0S2FtqkQ6nM9KaygEIPSNLNAh0jL7O5DdTcktDggkXf8SgfRXsefMFAFb7ReWwmihpKHGiQPWEqsNJXS0gdz1SSR1HJzM1OjtMersl2UjMzbvPUTQDNoMCQWoyk28zaXdpJy4bQZEznVF6T40iMsGBO0/xQ/Wn+bnn3o3xeHGbDCIxB1B7uo2IE878+Bj1w+tUHJ8xZ8DXju5l38cGSFvn5N93uGbHMidWGiRNB3tLx11RvdOls0O0UGUjpaGxdGeJ9IY+oW9C2wIhkU4GmkTrG+ihEpCUGlhdQemCkgFrH5CkpVT52iUCu6mTX5aKkVcTJEXJ+OE1rq6t8tX7DzP19YThuEF3t0rc6eMeQoB2vEBuXTKYAznrk3NDZisdVvtFkvtHcTcyOrs0wnpK4ZzO2DMhvTmL3j1DbDvGO1vGGApGb1rnH+y4n09uXs9jz+1CCzQMT409mQrJlwLCE2Wqx8GrCwZXRep37JiX+xZEppxuDQ+srqRyLiBxdJbuMEnHI6SnowXbgpuGRPc03BXFbddSdQRIcoI0p7gKpd1txvJDbh87jaPF/PrpmxkuFVXPRKw+Uwl+wvjDQ8y1DsGOUby6SXufRuXGDYp2yJgzQBMSLzGJMoOzm6MEWzkwMvRcyvK//kXCc8t/MVLNqw5S0vVznIzrPLC0B++5KqYGzWshqSV8+OCTTFhdPn76zfTWihBrBD2bQs3jjv3P008cvn5yN3QszJ7APm1tt5Aq55SfeNcDbMV5Hn/0RrQLKxjlBbKGQTwR8cs7PoEnBb+6dRvHe+OcemSe4gXwR2HjRrVAtERgtwSVIx2yS8uYEw2ykkt9U2fsiMbGTUV2H96gagz56om3o21YLO6scHh8ieVhhcVmhaSZo3FCUWmf2TONoycUciFb15g4Jx0mH+ygdQZk65uQd4mrNT48+wQAmdR4vDJLVrDITB3LjRmxh9hP5dn1xSaiOyBZXceojzK8bpbMFBROtdHWelRP59kyiowuSUYf2cDbWcP8Z2scqKzy8H+9kdHPnCA6tMDWfgd3M6PyxCrxZBXxgSHvmT7K737xdia/mTCY0pSTykjCWw6eZDbX5rB7kbwWcp88jHtmC8OvkJk2cVFjKF2kLilvgLuZ4Y/ppFpGEJicXGmQ+AZuDryGRrAQsmNmk+WtaazmELNuUi74TBc7NHMBqRR8dO5R3pdvMm9+hS8V1tiMihztjCOl4O7x4+x1Vvlfex9Ae87C6oO1YqqbzrSH60T0hw5pYBBlQCbInzWpf2kFM80oz+zC69uMHE8pnOpw6Qdr/NRHvkg3cfn84tVstQqMf9GifKxDUs0RVkyCVZ1hc4SzI1WKbwrYU9jgpolL9MdsqpbHuN27vLwf25rHPzWFeT7AObGKc1KQ2rP0r7bpeQ5nug2ELrlh1wWuLV/kqtIa4YLBuNXjWvci/zTf+q6h85oLdjnwiJ+c4p/2P0jWNzEsSCoJlXElHPDJ09eSZQLTTCk0BmSZIE01fN/ic89cqwT/Eg0hwW4L3I0Mr6HR3SPJ3IzfPP4m4sBgtKhhH1rAa1iqjzvS+MpwF/q24kjBVPulF58CALovcNcFxlASTVfQq3mCgkVqq89DSlIbtqICg8RGtCycpsaw7tCq5umHNlmqK7no7a40w0hp2D2yqqCS8zmTNNh4UwWnU6Z4uoQENE/jSxtXKyum1MDr5ujsNklyMFlbYT63xTcbkv7eKrm1HEYQkI2P0Dxokhlgb+Wx+h5+VcOfTgADd2eNwaTBLmdIQQ9JLRCOjdELKV00SB3B5u2TBCOChrNFL3GUkUdBGVgYnkBqBo9eWODZ3BTnxkYZtQeKxDNdIc4b21oAijsunBRvSiMp6KQ5SdxxwMowcyq7bPVUt1m/Z9Ic5EFI4hGXqCAQUpBJjdHcAEPLcEREKw05Ec7zcHMHUabqf6aectqrsxaV0JoWTjslzhtEIyk4GVomGHo2LOdwW4K4LIkrKakD0a4JtCTD8CW5pkoKJtdUiMqSU9646meQqqqiRxLhhfSurdK6BoyBILch0UONp07Pc6w0jm0mGHrGIG+jC0lOi6iaHhXbZ3WHgUhmya1sC7EEEq+bw8zF1Oo9LCOlHbo8Ei1wbn2UZNNBWhKtELMy/MXvGjuvuWBPm03m/0uIcHNsvHsHzRtT5nds8PE9v8vvdG7iS//hrbhrMZf+lsZHDjzBSlBhPSjy/NFZ9vxWgNQ1Fu90iSoZ5fMppadXGfzoNO+//XG+uriXym8UMQYpm4cFnX22yvCGoA11/tuZt1JzfQ5Vlxi1hsB2sG+33DotQeORLpllsHldnqjkoKUoPkCgdg9xEZa8CkFqULioUbyUElZtlstl1fse6hihUmpFQNENuTZ/idtLHhXd48nGDj47fZCVVonBI2XsriLDnHhyTnXS+QLLkWy8OUUvR3xk4nmuy13gSwf2sypGKZ1xafTrdPeVmL/nPAUz5MKFPYysmAxnBLccPM2z9UnWjTJRJWNXfpOG2SMuCGS1hL7ewT1xgeE7DlD8G8tcW9wikRrLQYXUyfDqyhTCboPdEmjnXTIzz2O7ymTlGCuFrf0OhiexexlJTiM/6jFV7tKqufiRSbyWJ7dkEJUlYjYCCcXlhNyKz3CiSM8tYAPdeRt/TGClSprsUGWVutXD0WJOJwXua+/n9AvTSDtjbscGtp7w5OoMvmdTPKuRO7eJV68zvrCFYyRcWquRDUwaz0iqR7s0ryuzdb1qJ127xcUYQvlCTGE5Ze1NDsM9MXou4ZGVebU2t6sKhpdBp8fWoQb//Yd+mX92/IPk/2sFPUgpLFvEbpH+gjIN6dYc4kxnxBkyYg6Zcjo8eZPPYN5m8pslSs0uVj/FWjGJJuFD1zxEWff5ryfexmC1wMTXNSr3nVLBIQSt9ndvT3nNBTtSkvZ6MBhiDhfQAmUecDaushRUFQnBS5AbOb4xtosRZ8i02+FYeQK/4SB1QVTJyIqpkngKI6yu5InmHP2tPLVIgiYIq5K4EaMtmdhbAquj0Vot41VtbqxdRDNClbTzJFGommRSCwbzhcv+5IanKI5JPlPGjkKQOJKS5WOlJsumUnPNLIlrRxh6hm+mDCON1FK97K1Onvva+5lwekxYHbppjoXSFrqWcXHGJSpr6swYKFXYNKf6s/WBTqqbpAgcEZMzYzJHEoxqdA5W8BoafreMpmVkJQ1v9yhBPWF3YYPzbo2OKF+eck1kxCUIpkvYKxpiMEBqAkNkmFpKXguxtt0TxIteY0Il7pyuOtcPpwSZq7Lw3iRKoz5QTUjDpsv5SKfghpRdn6GhyFdaDFHXRu/raFF62WxCcxISVycqa8RFyXjeo2Z7dBIXL7NwtYi63ifKDKWYKwTDSBmFmHpK5kREZWUIkpqwuVlWeZs1B9sTiCwjKdqk9napC3XDV6xJ9fvFRcloo0ffs+lsFpTScSbQfI2gBsaBWTJT8shwN15oIeoGeqgTFVWy0RgKRGoQ2BbamCSTgnbiEkud0Wqflp7ijyjxDTLIbQikZnLv+n5yRsxwqUhuTcfdCEi3Wi8Jj9ewUs13hcxwNyKK5xy8fo3/ufNj0DWZ0AVpzmDh0xF8eoSn/sYYn7rzF7m+cIHfqb8JKQXv3G53fOLIIcrA+DdbRCerzLkCb8wgrAnm3rTI7WOn+e3lO2g83iMpWEQVg/buIuV9PhNmmy92BaUzPaBIaml4Myk3/tAxjrcalP5LldzFDsd/usqP3PI4917ax+B4lWw64H0jzzDMLJ6c3YXUdHJzXe6eOEHD7LLPXuUPWzfxrZPXkdvIGPmqw/EHDnBkTLmk6gsD/tXBL1EaCdiYKrERl/i1J25Tds4LMXt3rXDy/ATznxBEJZ3nr5ni9vwJLC1FmhmFW1p88ENP8enla0k/XsccZCzenZHePeTHF57lJ6uPc3LQwGs3EKnGeliiYfYwru1wYbRI+USNsSM2UUFjebFBc8Tl7+x6iFlzi69ykPy6EmaMigJrKCk9uwmmQXfHKPGYZGL/Bm8au8C9l/bRf7SC3ZEs/JFEajYXPmCxa995NotF4oKB1RNUThoYgcTwU5KCiT+ecmhuifOlETqlIqX6gL83+zV0kfGzx95Lp1mgtd9lT30NDbmtxy9obpTo5mLesnCWa4pLfLJwmDOzY7iXBDv+O+heghZ2kJpG8/oSS3fmiCoZWj5GazmMHfEwBhFRLUdUNhB7Bvz7q/6Yf/L8jzBybx6zn2K3A5K8ybkf1bhq9zo8N8sn/tNdpDOC6IdbGHqGF1iEgUntfoeR53pceleZ6j6PJNN4cmuWvBnxUwsPMWb0+If9jyCSGoXVhKnPLiENnexTFUIB+/otRBAh2x2+e3j/Sbx2gx3Q/QS7K8ksQdQxMYYaUkgyQ+A0PbS+jwgbjOoxu+01bhq9SCYFU3YbL7V5uCCQpQJi6GMf72BMjdKdLxNWJY1cn7rZQ0sFWs/HkOrnGp5BK8njahGGD1rPR4/V01y6Ke+svoCG5NKgAGtN0KrsdDaoF6bplEq4uYgUQSwNpCFJLajkAqatFvPWJvutPnvcNR4sq3NvbivD8DJEZiBSwaBuUTf6jOl9avqAij5EGJk6LuiSeq7PSTGB3fTRQ4t1r8Raop7Sws6YLbX5oeJzPFOaZn2xiL41QL53jB3VFg2zS/xicUa7zHUBYLQwJBwxCWp5grqiHEtfZ+Ape66hbqMHGuYwJrUMpbSiy8tEKGmAZqdUHJ8pu0PBCeltN4XY60P1vqRE3oiwnZhhPkMOdJxuih5IUksjMzWknVEwQ1w7omurWrwuMoLMpNt1MTZNLvRGuFSt4SUW2Uuce7NMw9BSilpAzfFYKUdIzcA+v4nsDUDX0BwHRInElWROhmmmoIHux4rQM5ojtQSWlVDRVHOV1UuxtwK0S+vo5SJmKc8PNp7lhD5DcTklGDPZO7pBXo842xulqeUxPRttaROrV6YduISpwUavQM6OoAEV3UNzElLHQCQZ6dKKUmnaxvca4C/Fa6709lIYU5NkIyVW7qxx618/wrH2ON7vTeC0U5Zv18jv6LKj2uLq8gpH2jOcODaD1CWT802qjs+ptTHijkPhjEH9iCrjdN85xHFiBpdKmD2N4gUoLiVsXmtSfNs6g8AmOlbGbgnGHx5inFtl5Ud34dyzgReZDHo5tA2LXX8wRF9tsfK+Obr7U/KTfd4yfY6nm1N0Hm1cVkKVGhTvWeMX9nyCS0mNo/40XmrRiV2GicXxZoPB0CHxDISvU5nr8H/s/wwv+DN8/It34a6Ky24zSU59mQMoXVKsr/Y+jbCWMrlnkzsnTvJUe5bjS+OINZupr2cYwxSvYRK7grCm2m2jkZSxuTb1/IAfajyNo8X8X0fvwb9YJMunGIWYNNKhb6CFAmdTw/Bg5GiIc3aD1q1TrN2ebrvyqJvMm/ecZV9hjV979C2MPK6e1tYgUzuiujJWyG7ocWhimaIZUDF9vnzxKvSvVEBCbyfKkcfMELpUBpCLiu+f5pTEd2E5wxxmDMd1wppgOJdy8OoLFMyQmjVkmNg88Mx+cssG7pokv5qiBylWNyKzdAYzDqklyG0lSo//thwTdyyxuFkl92ge01O9DFITRCXV25C4kqycYC+Z7PitNYQfcubvzuFc3cE2Eyw9JUp1vNBSHXUnc1hdqB/xMM+tkcyMMZx9UVhU1ff9mtJJKF9IcJb6aJ0+yfLK5Rvnn4XH5P30ZOt1Unp7CdKNJqLThbfX+MnRb3Cfc4BPmBNIXXDg+gv89x1/zB/09/G5tYOcXqlTOqmTmbCaq+BXTW6YWWTHvia/a99EYdnEGxfcvnCWTAqe/NpBascjkrxOUNMZ7oz53P7f5Dc6b+KB376N4tEtaHWRQUBYgY/MPs3nlg+SPlZV/mZJhnQsiksJeqTTqVp8dORbnO69n+K9Q4ytAb1rRvFHNAwtY9LwORrmeGxrnpl8h5+Z+AqjmsW99Rrnwjr3be7j9GqdsbxKDJ7x6kw/EOO+sMLg8DSDSZ1CS0lIJY7Aryneb+VkpkghuzQ+UnmcR5sLFJ7IYfiSaJuJVjnWRWv1kYUcmWux9I4yP3b748xZm5S0gE7mEgQmZk9DTA/5yN4neLS1wLFn57BbGtP3dtEurCDDkDROkNoUtckuE8U+N9fOUzd73Jw7R14k/M7aHYz+9hH0aoV0YpRg0qU/J0hHYiYLHonUOFy4xHsLJxkmNl8rX48UUN7XZKbU5dlz0xirFvllQeVsjDGIMdd7iPjbT738SQNMg4vvG+WeO15gxtqionmcjsZ59OJBpr4+xFztkC6too/XCfY0CCsG3QWNzILymQjx6As4+29iKt8hzTQW53PovsDwVRNT+VxGYSlg6W0ud73lWe4v70E6NnR65DYEvcUS11x/kn8//Xl+q3M9v/rUbRibFtWTKblmjNFSf0f9xEXyj/f+xLp+qc9DxuVO6u8br+lgl2kKEYy8EPLBz/80Rl9j5myEFqUcW5rgV6rX8Y3mLs6s1pEtS909fXCPOwSGwxOFGo85Sm1l7a4EoUsePLub1DMY7SoNuGFdwx8XGC3B27/4TxCRhnOVRnehTm5jDNNTWuCfXDzEZquEaSull7iqxBhaVxkMd8bgGXz4wb+DvWQxK4ZIx8RdCXBaOhefmeCn9A9xcatKspjnlDnNg6O7cZyYGycvsdPdpGCGVEoeI84Qk5SaNaS9x0IaUxheSu1YhJZkaEHCYEeRzlUqUVc8r2F4knazxH9Yu5vFdgVZhsxWCb1ICjo7q2RGlfK5jNKZPrkNyX959g4MMyX0TWQqINFIGwn0bX7j+VtIhwbWQJUIs5yBNlIhnq4S1ky8hkZ/vUSc6tw1FpDXQr4yOEAzLmIMBXqtyvC6GZberpPZEqmnEAs220X6gY0m1BPskle97D7TWqzQMsqIQCMzJWFF0Js1AAMO5BTZx1DEmcJqSm49QhqwFNVoJQXO+6MsDitoKYQ1m97CBFFxUvHYQ4hKAn9fgO3GrPeKVMvXMZiDnB7jmhFZPgWhqw60VL2/P+sQjmbMOC2uGV/lufftw+rXGE4qJZ7jW3X+vXknXz23l5GHLJxORvFsHzHwoT9E+gFZ+GdQ3v6S8ZoOdrIUmaXYDx1l3/MldS1JEMUCxtkpfj9/Hf1mHnPTxPK+LdpQOxmhe8lle+dz78/x83f9Pp/ZOsSRz1yN05Tk2qkSEWwIsqsGOE8WmPnYBZKdE1z4aZgYa3N+eRS6JiKTbB4bU6wpR0ImCGsGWqzjX+3z0Wse57e/fhu7f89HpCGZqZE5Jsa5VfADxitXsdSZJddRC1WPMoyhRlzI8/CPLVDf06dsBsyVW0zlOugio2H26O1NiQsm0/f3EUeOg66DYaDNHGD+mlVyRswpfx5nU6Cv2dwXXQWxhlbNSELVYJGZULttjVvq5/nsF26mdFZQWEnIvpZDS2B8RT0xL92tU9ndonO2RumkSWYIEhe0UAlbiNEim4cd+rtSND/DXjHpk6eyz6Oo+dy/cTMXmjVyA5C1MpvXmvzHH/wN1pIKP//UO5Edi6TlMMDh2dhgENuKqVhJ0XyNwjlDNduMS+JKRlTNSFzlvac1Aiw7Ju9EaEKy9Xid0cwitSSX/CpBanLk0gxpz6KYQFDTaV4n2X3wEuc2RjCfVdbQd+w9xTXFJf5b+lb8eh6xoDgGBTPEKMRKL2ZrW8evIghGBKLhsdtepzHSJfcDMet+kdOrdRiYtNZLfKF5NcXnbeqfPE7a7ZHJ7Hvajv9V4LUd7NsQxSLZbIPUMQhGLeK8IKpmmFJArF02EchvpGixch5NXYPUVttYwxP88uLtbA1dvImMOC9wOgKrm6AHJoFnorng3TDHYNJganSF2UKb83IM3dcwewKrrzqwEhfIoD+tOOKaFnFy0ECkgqhiE+c1+jPqe86+AnooGUypklRmCeKSjh7qOFsGmQFR3+IbazsJY4MoMVgdllgPi/SiHJRi/Az8yRzF9QmSRgW/kaM7bxB1SmSZwNkU5DYlIhXEfUvRbYNtuWILELC8XONzvTzShM3riySuKj2KRJDaaolkpZicmdAqJvh169sday8ik1hdibOmE5WzyzbQ924dIG9EOHrCzEiHs1e5ZOYI/t6AEX1AJ3W/7VleVsm5YGhx7OisKnvZqdrKWhpppuZYGhLhKRukbCiIwxy+a1O/ao2ZQptvVUYJSxqGL3jo1C4MKyXvhkg3ZJCUCEY1xFiIoycU8wHtqRzSytgK8xzXJjCMDL+SokU6Dy7vZuDZZOsOZiAwB6D7kqyoSq1Iwbmwzjl/TDEzeyZ2U8fxtxOcAoqLKTIMIfuLpNX+8vC6CPZsts7S24sEYxm7rltkwu1hdMbo+g66p2FvQWEtpfTIRbBM+ocnCMo6YUU9nXIbMPj4FMEOjTt+4Dn81OTs6X2Ujg/JbdhEZYtgPKH1UwMmin0+Ov0IAF+L9pHbENROxOSfWyWZqrF1dZ6wJvBvHlArefg9l8dPL6DHgtY+k8Fcxk/c+QCzVpNWWmCQOnx5ZT8ra1UqtQHXN5ZYD4q8cH4K6ek4Sxb90w2V7RfQocyT2jhxWbL7+kWqOz2eae8jtabYuE6w48ZFmp0y2dESdltQf9LHXO8hcxbSMtC8CDHwiCdrrNyeRwqY+KqB3RFculuy96MnSaRGkJqEiUHTc8kyjR15j7wZYc6m9Oo27XYB+4xz2XZZZJLqCY/KWY0L73L4Nzd/gacG89z7jUOQCe5+29O8v/oUzkKMI2IsMopazFlAbltPXz9/ibfXTvALX/hB9vz6Fu1ra7R/yEcvZUS9EoYnSIopWiFGXzeonE4x/ExZONdtqoc8/k7jazwzP8Vgs4q7IZl4BDo7XQ7/1BneVjnB+q4y/dRhPSqxERTYXWuSG1ulH9uc2GxwLBzHyUWMznTYOl+Fhx1KEZi+qrFraYYUiimYFCRZrHHf5j5OXBpn9y8lGBdXkEn67cAWAhlGZJ738gfGd+B1EexS17bv+JBKDT818WODMFTlKqmj9LyrJaRlEBU04rwK9NSBbPtJJ01YcJt4qcVJBzLLQGTKIijWJXtGNpl2O4zpPfpZDhFoWB0l4igdS3XT5QRxHsYqA6YKXTY2S+gbKl/gjavMbTt2cbUSDbPLuNEF9iN9Renc5W5gailHjQkkOrqvGjHioiApbKvaSMgMSd4MKRohctsMQ+qQN0MsI8XTVB97OGIi9bJSdjEEdpKhDYboXgGR5RX7L5XbjD2diuWTSkGUGQx1i3aQI8tAExLjJY9yw0yJKhlS14hLBnqcQSoVqUao0pEh0stNHn5qEkgThxhHpOhIUgSBtJT77EBjbVjifH4MkUKWM5XBhVR0Zy1mu78bbCcmyttKsNERiMwizmn0Y4fT0ThBYGJtn8WNTojds1j2ypzPjeGlFmFmsOYXWRmUyZkxDbdPP3IYbrpovo43pqEXfPShRq6ZKW2+IEO8WMXTBFZfU7LRuskpq46xamOsbpKsrr3s6/97xesi2LUwweqC2ddoPz9NG/DHBbKo/jrDKdVJtXZbFaQ6Z4pMKoE/AeF0AiNDdlfbHMxdYiWuMpwGc1gktcHqQjAjub12mobZoaQFrCRVyqd06l9fpXeoztqPjBNVM6z5HiMFj3dNHsMUKS+c2cvUgx4X35vjp957L59ZupZv/OKblOTxuwbsaWyy+VSDqSMZq7dWqe4eck6OYlxwcJoCZ0tihJL2wZT33Pgs8fbNDEAXkvWgSG5DUDrbJ8kVeV7uIimkOHsHaGaCfc+A3LZDbSYF5781y65fH5KZ6kaS6dDeo4Omg8j48vH9uIWQXSNN1r0CnedG0X3B4tUm+xobLG+VkZfyZJMBP3nXg2zERb5g30h+JYcxlBiBJDMl93YOsOqXiWsJpIKn1qY52x2l2c8TDC12T2/wbxc+y9mgTvV5neJSyuDcOF8sTSAbktP/yEJmIbJnow10Rk+COUzxdmbcOnOeZFojfrPOILZZGxbxIpO1UxP83JEfpnhR+bLrQUZasDAHKUufm+d/OPOXjwx6pG4egzwsjmaYA42FhyPMzpC1W4r05myqp6H8bBMRxcihD3I7Ly403BM5pG0hbYPMMdGHLdWY9CrG6yLYRZIpQ8MEShcjtdXSHYQUxAVJUsiQbkplbEAqBf2NAiL6tkiPW/G5aeISje3uo1gapA7EBUGmqycTGkyabcaMHprIiKSB2ZfI1Q3Smxr4MwlGKWLH6BZjzoBZq0kslfKtdX4DsjneWTjKg/Zesuf6iDileWORzWIeqyvIbUSYAwcvs+jGOayewO6oQBepRCvGvKv6LEFmsZkU6aYup4YNwsRADyVaP8BpuzibBoHUqSx4NNwB7xg7xoy5hZfZBNLkZ8cnldKLqW8nKCGqKAIJmUC0LDwgquqEsYHZU+fUnm8yTCzioYXbEfgNwe2F43Qyl8+MHCb0zG1jQ0BINoMCw9hCyyVkicaw7+ANHbK2hdHXWMxX6My5tKI8TluSW/PRfWXVtFLXuW7hEov9CmsXRtADZRVtDlLQJA1bUYd3Whv0MoczwTinvToPnbqa/JIgt5lhdRKkBkne+Pa5WVO7PClASxWlOSxqSKFhdSF3aoNsc4v8wjXEJQ2nk8JWmywI1Tb8pYm174jrV/Y0/r3h9RHsWx1qRx28SYfz7zORuZSRx2D80ZDugsVgTkNf1RFPVrESGE3Vln/r5pgDO5c51xzhgUeuQSTwB8lt6KGgek6RPtp7dby5mPmZTcaMHo6I6WcOsdQZzAgKt17FYFpDODFZJji1NsZqvsi1xUVcLVJdXWMVCovw1771d5EbNo2dkDiC6nSLN9fP88SdGRevK5I0M37tN9+N1ZWMn/CRQrB0h0M4EzHXaPPIYDf3reyl+2idNKcsjSq2T1gRhNNltU1vKY+3JnU29TGO+zsUCzBSCbVqT9LdX2EwqWPfvclsoc+ml8cLLfpLJZxlHV9YdOsOtpnQu9rH8wzyxx06X59mRIdMl8hTDh/VfhJNVwEQjCcYgYHWVo6oG16RghVyy87zbPoFlu6bpXgpY/32lLvuepZW5PIfzt3D0maVmiPwGzmEVH3g9pbgidPzaEaGWQ1I8gbN0FF6c0nMFy/txzYTXDOmNXTprJRAgjk7JNmV0n+4TH4tY2uvQ+eWEBnoFE4rI4ne3gRnxCeODNJQhzRDRBqZrSNNAxmGVJ5pkl8uYK73yAbbbjavUAb9LxOvi2DPOl2MsxKjPMfNN5xhf3GVzz58B/aTpymaewhHLNw1ychjm4g4ISu5JGWbztvgA+NP8fOb76T2nMDqZ+SXfUSSkVk6maUTFzVm5ptcW1umJFRNdJjZhJlJMJbR2WkS1CSGnZDEOnHboRPrDFIHR8RkNiRlG3cjg286SE3gNZSi66GRDW4snOed5ecpaQF//Rv/E7O/t4TsqXZd6iOEMyN84NBTdGKXU4M6G2dH2PvpFtFYno19LnW3T+JCMKK29nZfbaX1QOnRV497GFsDRBhBFBPum2TzoEN/Z8rP7vkSu81N/rB7AycHDR5fLmG3JUle4EcmBTvi4MwS3SiHf98klS8dI9s7R3d3HiMAp+UQ5wWDvTFGJSIzDPRYtXL2A5uK43N37QVOBRP0z09T/dp51u+c4WOT3+Q/tfbzy8/fgdlRbLGwomEOJXqUYXckyaJFVMuoLKgmj2YmkIEOqaC9Ut5uNQS9azBySt08G+9vcVfjOL966m5IJd644F/c+GVOeuN8pvsm9ACuveoiHxx/kpW4wlpY5vxwhGNr40RRHgwdmSSkJ8+gnXxtPK3/PHhdBLtMEvB8cqtDnnhoH49UdlEqCzrv2k9nj0a4x2c4Z+GN1zH7kpHnfTQ/Ids++45XeiztK+BsqpKXyCRb+x2isjrXrR0Z57OTVdZ2lcikYGVQphfYyirIFkgzQ9OUn3nqJjhuRFn3qRkDwrGU7oKjtL+nU8yWxujzErsjeHZtEltPWPeL9EIHrWniHZhAjxrK16toQCh5eGOBhVKLQ6UlnizNIW2T1NYo5QLm3BbP7huwVnYpndEYfd4nMzRMzyBxBCu350mdPCPPp5ROdND9hOqpGKtn8I/tD6O5CWLDRvcEdqy69HQfgidG8DVYN5QNlFuF9nv3K1/wgrLZincoOSmtaSOaBoYHqSlIHUk5F6AJyaP9XZzrj6AlEnSd0rMWh4p/i2Bgofd1RPxtR5ruTkhcDWMosLqgxTrNrIZ0MkYnu5ScgI7vEMYm3mqB/AUdqyspXYyJCzpLnTJninWkgKiqyoyfWLme5bZSpbH6GaeinfzM6AJapJhwhi9wOlBpZ4h2789YZa99vG6CXfb7aKcvsvu3pomrORbvNhjcGHLV9Brvqr+Al1mshWUe3ZwnWhwlf76LTJQY4Q0jl7CuTzl1YZzaCZUV794csGd6ncWvzjF7r09vweGptb0ICVZbMcdsfVt8wZRYumqa0N2MWt6jYXao630KUz3a/QrawoB37zjJl07up/THISQZ7f1VHgp3Ii7kyK8I8iZsHrJUDdxWGXfdk6yeHmPiUI93F5/jUyPXkrp5EldjIt/j+vwFdl6zQf+Aw68EdzP5mU3QBFYxj7dQYt97zvC3J77J3//0T+C08lgbQ3LPncE1DOpfryE1gfBDSFOad+9g84aM4jmdqa9uqetRjHQdzn+4gX/ngKBro3cMrPkBv37d73AuqvPzv/cBKmcyElvV7lNHMlnoEiQmj6zM0+24zAQSNI2pL6zCvQbeDofNg2LbbQZSC8bevMo9E8f41SfeQunrJkgoXNLwxnVuvf4c768c4aHhHs56Y3zjwgEmHvbQuwFieR1ntMry2hgniw2kBsOGcvI59+wUuQ2N+gNLpMtrlHQNtJeIKmcZUkrIJEny3WWYXw94XQT7ixA5h8GuMn5NJ8krc8Re6HB8OEneCJmyO0wVupyvNzD8AiSCI4M5/NSi6ngUah6tfRVlbhBnXGpV0WPlu51aSmpZREpNVYvBrysGlywm1EsDkkwjSnXSTOOr7asxtZT+WpF8W+C5Ob7lLCDWbUTsKXlgVHLYHAqcVkZUUOZ+qQNhPQFDnWERcK49wi/o76TdzSN3O4Q1wSGnj6PF9GOHjahEUkto3zqN1U/JLQ8RiWRtWOJEOIEWbxfEX9Tfz+cJ52okjq400zJJWFZ6aFKHsFFA9x2MjofUdawODJbzWH2B1RMM7Tx/uPUmOnGOzJIEFQ1rIDGGErup8fzaBIaeYegphpUS1Gzs6RHiskVU1EhtNY+Jq2yp03zKILR4tL0AsUZYEdtaexI9FHTjHBtpkVPDOqfadaQOnd05clsWhf4QKQS5JZ1LskFxWZDbStFDZfHlbEnk0EfGEfL1Hc9/Jl5XwZ7NjLP10SHXjK9yZHGauOOw2B9j8fwYtakOP7Pvi5jVlCev38VwykYbZnzu6UM0ptq8a+oYVxdXSHdoXPBH+NaDV2M/ZaElkt68xXBSkI2FyKalGjCGMUvjBcJGwp7ZdT4y9SiXolEebS2w2i/y9fsPYrcF02dT3JUBccEkKpepDBJIUrJyjsyUaFqG05JUjvUYzhWIKgZhIeOWg6eZynU43htny3dpP95g6bESuQMmxR9VCjF3VY5S1Hye6MxzbGOc6686z123HeeXTr0V82MO5iBh6YU6/0/rbRSXBSLOIM1AaGRzDc5+SCc/5pGzYnQto3upRm7RIM7D0p0Wum9TOp/DGmY0nhgyeX+ISFNIM+KJEt86cT1xEeKZlE49Y/xBncqTa+Q2a3RWSwynBKNvXaJRGHDqmjm88Tz+tT537DrFfUcOsOfXfYazLhPvWebqygqfevRG4m+MYI5IugdirKbByPNK4eeF5gSpFHzzub24F0zkfEz9x5c4dmGSuaiBs+4x90driDhB+gGE4WX6MElC2u6+0svzFcfrKtilrTNZaXNVYY2nslmlcLJN6+wU8mwkJQJpIN2EqCwUHTNWyahBalPQQxpml17iYAxVL3mSEyTbUtwy0DEigZZkiEQZNohIoxs6XIpGaccujh6jCSU7rTLjkszW0eMMZytGC1Ml/K9rio6a6IpnXrSVwUAMIhYEqXHZG9zUMvQQ7GaAHppUbU+1bGY2kVQeclJC0QzZba8xUerRr5cUGSQURB0LPVSNPegawrFJHAPNTSi7PhP5Ho6esL5aQUsgNVDmmDqEVY3MELhLKWKzhTBNMA10L8FpZ4CGtDLMQkTiuEhDR8QZ1kAS+oIwMTBERmZJkpygVhlwa/k0DxT2IOJMneWBFA2jp+FuKAKRXkhIB7pyegFanTxH5TjWpkFuQxKM6RhCKd8iNMgyWG+S9F7f5+7vB6/pfvbvhDh8gIv/SmNupMXyl+YYeSFWTiimoD+t07/RRzdTktBAZoJi1aOSC2h7OYbdHDLW0IY6uidoPJmRWwvwxx2CiobpSexOitQhKupIAXZ3m7iR04hdjdYBnTvec4RmmOe5B/ZgtwS9q2KqEz36J2qMHZGYg4zcmkdm6WweyhOOgD8fMdro0TpdY/wRVQeOSkqrvLc7RVQjZMvCauvK29yE1JYYkx4FN+DQ2Ap78ut8avFamsdGSSsJ1+xeIkwMzjw/jd3UKF6S5NeUa44eJERli/Yei7gI3q4It+wTnS1RuCjILIhddfaO6soiuPGQRuXkkN6OPL155eyaWeqmUNjXppb3OHdmnNyycZk3nzoQjqmcdm5Zx/DAv3nIj1x1hE+cPEzlC3mkBoMpdXSoHU9xV0NWb3XJbuzh9xycSxbGECpnU8xegt30EQOfrFogGHMw+wnW6RWk55N53p8QeHgj4nXbz/6dEGlKOHRYt4q4axL3bAuZsxT1Us/hLTrqjF2JMeyUscKQ+UKLx4ZzGGsWxlBgbyldudx6iN4L0SsWItOw2wnu0VWySpHhTVUyE8qnfbQLqyqJlSRk5kGsH0ioWp6yArJgZr7J3577Jv9n8C6ikwVl7mAbSAHWQDXl5Oo9fmbv5/nn3g9jDtX2u3QmIrMNonIe3zagkBJVYsSWRfG8etoOpUurZGGPX+IG9xy/MbyZ2guC1jUG//vsZxhKkx87/ncx+4pAkumCzNVJXB2pC/JrKUlHI6wZ+LqN5SvbKqRA11WS0B31sIyUoFYjqtoMxzWGC8k2E1EjszMqrs9YbsDmeJ++7SKGBkZfQ2RgtZShhTkAPZLEgcFmVEDTJP6YwPAkxUWJHkryywFGx0cPXaSQaFZKVMrQQo3icxukZ87/id5ue/vfN3Z4f+94fQX7eouJL1aIClX0SNK/epSgohFWlXuKHqjttfuchcig/cM5fnruGR5bmaN0Wi1GPVaMtbBmIcomcUFl5/uzJp3dc2pRrqYYXormx4hCnu4NE2zt10lcyWeeOQSxhhOoz1y8NMr/7b+DsOMgZgReotObd0ltiPd7NGo93j15lCmjw1vmznHfew5gb+aoP62y0f5MzK6da0znO8zmWqyFJS4cHKEbOvTXyxDofOWhQ3w1PozUJc3Dkvxsj0AanI7GKZ3UqR/xtjuwBHHBICord1a/LkhcCRMh5YJP0ncYfWZAa3+Bzg0qk2WcKZHEkM5I+jsMpKGe1EZXp3QeorLB/OEWd1SO8/iZH6T4vM1gIWXupiUWtyrYjxQxhlI5rlqC8tM2jz5zmHRCot/aJdUyokzD9yyMT9gUTi3ReDxHr1mkHIM5zDAHEWx1XplF9TrC6yrY0/UNCn+4gea6DO65hu68jt+QpBMB9EzcRR1nS1J/YAnZG3DuPdPcnWvxb4DqmQBSSeoq/bSgopPaylBPSPDGBcn+Iel6jpFnfYzVNtKxkK7D5mGN997zKPct7kU8UEUk2zbIJtgrJuFqBd2VBOMJGBmaneIWQv7t/i9xW24RUGokPzzyJLVbhnxjbSfD5Tp6CLWJLd7VOMqb3dPc7OiXf9enwoiP+j+BPygw/rCk/MIWS+8eo3L3KnsrG0TonA/HqJ6OEQ8/izk3QzpaUsFeEERlwXA2QeQTJke6VByf1X4V+dQxzIUbuWbnEptenvCJOlZP0nxPwF27TnJkY4bmchlzKKid8PEaNvO5Ld7hXuB/65uMvhAxmDP41/Nf4Dfzt/LCl64m10oZTOqkjqDxpI/+6DE2f/w6/t777me3vUZJhJyIxvnYvR8i19xCNLcoP/wdf9uXbxm9bvG6CvYXIdMUY5hidTXC6vZCSZWVD0D75illZGD0+dRwgjAw8Ro2qQXDCdVBl+S2/b6GytQRCfKSS64lEGkGhk5WypHmTIyB4MsXrsLbzFPSlR6au67KZn5DEBdBZAIRahALskTDA86FdSbNNv3MYZjZfHrzOh45vhMR6BjzitJ7VamHKVJ6mcP5uM2xeJSvdK6hE+cYKw7pzqY0D1XxR0cJxiTrnSId3+Fcf4SNfgFnwqDy1kOkwxjNj7E6OgUBfmjgTWikmsFqs8yGUUCbFBgfuYnWNfDm4joFo8KTM3XsjgbLOe7tXQNGhsilxEWDwaRNUNMwRUqM6kfvzTqgZ3yyfT3neyN4E9vkIBRBSVUEUkoXE37uoR9AyyXoekbsm+xcfPlUW96IeF0GO2mKs+4BLuGIRYzy0XJaSt1k430BkyNdCqnOfzx1J0nfpLNTI6xJ5g4vMeIMSTKNROqcXKsTNHM4Kzr1JzPMgZJ+ko5F0HAJyzruuiR5oIxhqKSUFsHI8wO0QcDa7aOENZWwMnvbnSdA4mk82ZkF4GJQYzMo8NzjO9n7u336uwqIn1znhrFLTNltbC1mJanSSgv86uJb2Lh3mqgoee+7H+PNxTM8PruDRa/K0yvTxBcKxANBe72CoQs6eyWta20mvmlRfnwZs9XFOB3jzE/QnysRJwJjbTupdqjLO973HBNWhwP2MhfcUU4fHGNrq8DYfTa15wcsv72CeGubPtDZ6xAXM1w9pJ/pzI63uHjtONKQfO7Za0GT6Ad8vEgjf8ImtynR/ASZJNgPPsdVj7mgCVUlkJKsN+DlSxe/8fD6DHYAKVVZ50UVFPltmybbjqk5HutegSgxQIrtfnZJ2fKpWh5RZhCmBoaREm03e+iR4m6rHygud1GpnnfFfnlxuyniFBHGythAbDeYZd9OkooUEqkTS50oMwhSZSqoDXz0KI9txlQND0eo9FMqNQJMgmSblmoJbC2hog8ZNfuEjhprmrJNA1XMPmmojjapa4pQk2UQxWp82fa8JGo8hp6xYG9S0T0coUQmbCNBM7ZzGQMfLakghERoUnm3b58sUgSGliFflG6ONXVk0VOkiZqAl0SyDEPSl1F/7Qpe5tKbEGITGALNl+1D/3IwymtvzPDaHPeVMX9/mJNSjv1p33hZgx1ACPGklPKGl/VDv0+8FscMr81xXxnzXx20//+3XMEVXMHrAVeC/Qqu4A2CVyLYf+UV+MzvF6/FMcNrc9xXxvxXhJf9zH4FV3AFrwyubOOv4AreILgS7FdwBW8QvGzBLoS4RwhxUghxRgjxL16uz/3zQggxI4R4UAhxTAhxVAjxD7ev14QQXxVCnN7+t/pKj/U7IYTQhRBPCyE+v/16QQjx2Pac/4EQwnqlx/hSCCEqQog/EkKcEEIcF0Lc8hqZ53+8vTZeEEL8DyGE82qfa3iZgl0IoQO/CLwL2A98WAix/+X47L8AEuCfSin3AzcD/8v2WP8FcL+Ucjdw//brVxv+IXD8Ja9/HviYlHIX0AZ+8hUZ1XfHfwa+LKXcB1yLGvurep6FEFPAPwBukFJeDejAh3j1zzVIKf/Kv4BbgK+85PW/BP7ly/HZfwlj/wzwDuAkMLF9bQI4+UqP7TvGOY0KjrcDn0cRVJuA8af9DV7pL6AMnGc7SfyS66/2eZ4CFoEaim7+eeCdr+a5fvHr5drGvzhBL2Jp+9qrGkKIeeAw8BjQkFKubn9rDWi8UuP6LvhPwD+Hy/oOI0BHSvmitsOrbc4XUL4qv7599Pi4ECLPq3yepZTLwC8Al4BVoAs8xat7roErCbrvCiFEAfhj4B9JKf+EsJlUt+9XTc1SCPFeYENK+dQrPZY/BwzgOuCXpJSHUT0Tf2LL/mqbZ4DtHML7UDerSSAP3POKDup7xMsV7MvAzEteT29fe1VCCGGiAv13pZSf3L68LoSY2P7+BLDxSo3vT8GtwA8KIS4Av4/ayv9noCKEeLGz8dU250vAkpTyse3Xf4QK/lfzPAPcBZyXUm5KKWPgk6j5fzXPNfDyBfsTwO7tjKWFSmh89mX67D8XhBAC+DXguJTyP77kW58F/ub2//8m6iz/qoCU8l9KKaellPOouX1ASvkR4EHgA9tve7WNeQ1YFELs3b50J3CMV/E8b+MScLMQwt1eKy+O+1U715fxMiY23g2cAs4C//qVTlb8GeO8DbV1fA54Zvvr3agz8P3AaeA+oPZKj/W7jP9twOe3/78DeBw4A3wCsF/p8X3HWA8BT27P9aeB6mthnoGfBU4ALwC/jdK+fFXPtZTyCl32Cq7gjYIrCboruII3CK4E+xVcwRsEV4L9Cq7gDYIrwX4FV/AGwZVgv4IreIPgSrBfwRW8QXAl2K/gCt4g+P8AD/V7T2IpiA8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## dummy transform \n",
    "dummy2_transform = transforms.Compose(\n",
    "    [transforms.RandomRotation(45), transforms.RandomVerticalFlip()])\n",
    "\n",
    "dummy2_result = dummy2_transform(image)\n",
    "\n",
    "plt.imshow(dummy2_result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's pretty cool right! Keep trying other transform methods. On the topic of exploring our data further, let's take a look at our images dataset. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring the Data\n",
    "As a practioner and researcher, I am always spend a bit of time and effort exploring and understanding my datasets. It's fun and this is a good practise to ensure that everything is in order.\n",
    "\n",
    "Let's check what the train and test dataset contain. I will use matplotlib to print out some of the images from our dataset. With a bit of numpy I can convert images into numpy and print them out. Below I print out an entire batch. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## functions to show an image\n",
    "def imshow(img):\n",
    "    #img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "\n",
    "## get some random training images\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = dataiter.next()\n",
    "\n",
    "## show images\n",
    "imshow(torchvision.utils.make_grid(images))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dimensions of our batches are as follow:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image batch dimensions: torch.Size([32, 1, 28, 28])\n",
      "Image label dimensions: torch.Size([32])\n"
     ]
    }
   ],
   "source": [
    "for images, labels in trainloader:\n",
    "    print(\"Image batch dimensions:\", images.shape)\n",
    "    print(\"Image label dimensions:\", labels.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Model\n",
    "Now it's time to build the deep learning model that will be used to perform the image classification. We will keeps things simple and stack a few dense layers and a dropout layer to train our model.\n",
    "\n",
    "Let's discuss a bit about the model:\n",
    "\n",
    "- First of all the following structure involving a `class` is standard code that's used to build the neural network model in PyTorch:\n",
    "\n",
    "```python\n",
    "class MyModel(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(MyModel, self).__init__()\n",
    "        \n",
    "        # layers go here\n",
    "    \n",
    "    def forward(self, x):\n",
    "        \n",
    "        # computations go here\n",
    "```\n",
    "- The layers are defined inside `def __init__()`. `super(...).__init__()` is just there to stick things together. For our model, we stack a hidden layer (`self.d1`) followed by a dropout layer (`self.dropout`), which is then followed by an output layer (`self.d2`). \n",
    "- `nn.Linear(...)` defines the dense layer and it requires the `in` and `out` dimensions, which corresponds to the size of the input feature and output feature of that layer, respectively. \n",
    "- `nn.Dropout(...)` is used to define a dropout layer. Dropout is an approach in deep learning that helps a model to avoid overfitting. This means that dropout acts as a regularization technique that helps the model to not overfit on the images it has seen while training. We want this because we need a model that generalizes well to unseen examples -- in our case, the testing dataset. Dropout randomly zeroes some of the units of the neural network layer with probability of `p=0.2`. Read more about the dropout layer [here](https://pytorch.org/docs/stable/nn.html#dropout). \n",
    "- The entry point of the model, i.e. where the data enters, is placed under the `forward(...)` function. Typically, we also place other transformations we perform on the data while training inside this function. \n",
    "- In the `forward()` function we are performing a series of computations on the input data\n",
    "    - we flatten the images first, converting it from 2D (`28 X 28`) to 1D (`1 X 784`).\n",
    "    - then we feed the batches of those 1D images into the first hidden layer\n",
    "    - the output of that hidden layer is then applied a [non-linear activate function](https://en.wikipedia.org/wiki/Rectifier_(neural_networks)) called `ReLU`. It's not so important to know what `F.relu()` does at the moment, but the effect that it achieves is that it allows faster and more effective training of neural architectures on large datasets\n",
    "    - as explained above, the dropout also helps the model to train more efficiently by avoiding overfitting on the training data\n",
    "    - we then feed the output of that dropout layer into the output layer (`d2`)\n",
    "    - the result of that is then fed to the [softmax function](https://en.wikipedia.org/wiki/Softmax_function), which converts or normalized the output into a probability distribution which helps with outputting proper predictions values that are used to calculate the accuracy of the model; this will the final output of the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "## the model\n",
    "class MyModel(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(MyModel, self).__init__()\n",
    "        self.d1 = nn.Linear(28 * 28, 128)\n",
    "        self.dropout = nn.Dropout(p=0.2)\n",
    "        self.d2 = nn.Linear(128, 10)\n",
    "    \n",
    "    def forward(self, x):\n",
    "        x = x.flatten(start_dim = 1)\n",
    "        x = self.d1(x)\n",
    "        x = F.relu(x)\n",
    "        x = self.dropout(x)\n",
    "        logits = self.d2(x)\n",
    "        out = F.softmax(logits, dim=1)\n",
    "        return out"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visually, the following is a diagram of the model we have built. Just keep in mind that the hidden layer is much bigger as shown in the diagram but due to space constraint, the diagram is just an approximation to the actual model. \n",
    "\n",
    "![alt text](https://drive.google.com/uc?export=view&id=1NuFflDPOW_hIAHTH2pXZAEhSINygPlnB)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As I have done in my previous tutorials, I always encourage to test the model with 1 batch to ensure that the output dimensions are what we expect. Notice how we are iterating over the dataloader which conveniently stores the `images` and `labels` pairs. `out` contains the output of the model, which are the logits applied a `softmax` layer which helps with prediction. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "batch size: torch.Size([32, 1, 28, 28])\n",
      "torch.Size([32, 10])\n"
     ]
    }
   ],
   "source": [
    "## test the model with 1 batch\n",
    "model = MyModel()\n",
    "for images, labels in trainloader:\n",
    "    print(\"batch size:\", images.shape)\n",
    "    out = model(images)\n",
    "    print(out.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can clearly see that we get back the batches with 10 output values associate with it. These are used to compute the performance of the model. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training the Model\n",
    "Now we are ready to train the model but before that we are going to setup a loss function, an optimizer and a function to compute accuracy of the model. \n",
    "\n",
    "- The `learning_rate` is the rate at which the model will try to optimize its weights, which is just another parameter for the model. \n",
    "- `num_epochs` is the number of training steps. \n",
    "- `device` determines what hardware we will use to train the model. If a `gpu` is present, then that will be used, otherwise it defaults to the `cpu`.\n",
    "- `model` is just the model instance.\n",
    "- `model.to(device)` is in charge of setting the actaull device that will be used for training the model\n",
    "- `criterion` is just the metric that's used to compute the loss of the model while it forward and backward trains to optimize its weights. \n",
    "- `optimizer` is the optimization technique used to modify the weights in the backward propagation. Notice that it requires the `learning_rate` and the model parameters which are part of the calculation to optimize weights.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "learning_rate = 0.001\n",
    "num_epochs = 5\n",
    "\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "model = MyModel()\n",
    "model = model.to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The utility function below helps to calculate the accuracy of the model. For now, it's not important to understand how it's calculated but basically it compares the outputs of the model (predictions) with the actual target values (i.e., the labels of the dataset), and tries to compute the average of correct predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "## utility function to compute accuracy\n",
    "def get_accuracy(output, target, batch_size):\n",
    "    ''' Obtain accuracy for training round '''\n",
    "    corrects = (torch.max(output, 1)[1].view(target.size()).data == target.data).sum()\n",
    "    accuracy = 100.0 * corrects/batch_size\n",
    "    return accuracy.item()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training the Model\n",
    "Now it's time to train the model. The code portion that follows can be descrive in the following steps:\n",
    "\n",
    "- The first thing in training a neural network model is defining the training loop, which is achieved by:\n",
    "\n",
    "```python\n",
    "for epoch in range(num_epochs):\n",
    "    ...\n",
    "```\n",
    "\n",
    "- We define two variables, `training_running_loss` and `train_acc` that will help us to monitor the running accuracy and loss of the modes while it trains over the different batches.\n",
    "- `model.train()` explicitly indicates that we are ready to start training. \n",
    "- Notice how we are iterating over the dataloader, which conveniently gives us the batches in image-label pairs. \n",
    "- That second `for` loop means that for every training step we will iterate over all the batches and train the model over them.\n",
    "- We feed the model the images via `model(images)` and the output are the predictions of the model. \n",
    "- The predictions together with the target labels are used to compute the loss using the loss function we defined earlier.\n",
    "- Before we update our weights for the next round of training, we perform the following steps:\n",
    "    - we use the optimizer object to reset all the gradients for the variables it will update. This is a safe step and it doesn't overwrites the gradients the model accumulates while training (those are stored in a buffer [link text](https://pytorch.org/tutorials/beginner/pytorch_with_examples.html#pytorch-optim) via the `loss.backward() call)\n",
    "    - `loss.backward()` simply computes the gradient of the loss w.r.t to the model parameters\n",
    "    - `optimizer.step()` then ensures that the model parameters are updated\n",
    "\n",
    "- Then we gather and accumulate the loss and accuracy, which is what we will use to tell us if the model is learning properly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 0 | Loss: 1.5929 | Train Accuracy: 89.11\n",
      "Epoch: 1 | Loss: 1.5275 | Train Accuracy: 94.13\n",
      "Epoch: 2 | Loss: 1.5138 | Train Accuracy: 95.33\n",
      "Epoch: 3 | Loss: 1.5063 | Train Accuracy: 95.99\n",
      "Epoch: 4 | Loss: 1.5003 | Train Accuracy: 96.48\n"
     ]
    }
   ],
   "source": [
    "## train the model\n",
    "for epoch in range(num_epochs):\n",
    "    train_running_loss = 0.0\n",
    "    train_acc = 0.0\n",
    "\n",
    "    ## commence training\n",
    "    model = model.train()\n",
    "\n",
    "    ## training step\n",
    "    for i, (images, labels) in enumerate(trainloader):\n",
    "        \n",
    "        images = images.to(device)\n",
    "        labels = labels.to(device)\n",
    "\n",
    "        ## forward + backprop + loss\n",
    "        predictions = model(images)\n",
    "        loss = criterion(predictions, labels)\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "\n",
    "        ## update model params\n",
    "        optimizer.step()\n",
    "\n",
    "        train_running_loss += loss.detach().item()\n",
    "        train_acc += get_accuracy(predictions, labels, BATCH_SIZE)\n",
    "    \n",
    "    model.eval()\n",
    "    print('Epoch: %d | Loss: %.4f | Train Accuracy: %.2f' \\\n",
    "          %(epoch, train_running_loss / i, train_acc/i)) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After all the training steps are over, we can clearly see that the loss keeps decreasing while the training accuracy of the model keeps rising, which is a good sign that the model is effectively learning to classify images.\n",
    "\n",
    "We can verify that by computing the accuracy on the testing dataset to see how well the model performs on the image classificaiton task. As you can see below, our basic CNN model is performing very well on the MNIST classification task."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Accuracy: 96.76\n"
     ]
    }
   ],
   "source": [
    "test_acc = 0.0\n",
    "for i, (images, labels) in enumerate(testloader, 0):\n",
    "    images = images.to(device)\n",
    "    labels = labels.to(device)\n",
    "    outputs = model(images)\n",
    "    test_acc += get_accuracy(outputs, labels, BATCH_SIZE)\n",
    "        \n",
    "print('Test Accuracy: %.2f'%( test_acc/i))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Final Words\n",
    "\n",
    "Congratulation! You have made it to the end of this tutorial. This is a really long tutorial that aims to give an very basic introduction to the fundamentals of image classification using neural networks and PyTorch.\n",
    "\n",
    "*This tutorial was heavily inspired by this [TensorFlow tutorial.](https://www.tensorflow.org/beta/tutorials/quickstart/beginner) We thank the authors of the corresponding reference for their valuable work.*\n",
    "\n",
    "## References\n",
    "- [PyTorch 1.2 Quickstart with Google Colab](https://medium.com/dair-ai/pytorch-1-2-quickstart-with-google-colab-6690a30c38d)\n",
    "- [Get started with TensorFlow 2.0 for beginners](https://www.tensorflow.org/beta/tutorials/quickstart/beginner)\n",
    "- [PyTorch Data Loading Tutorial](https://pytorch.org/tutorials/beginner/data_loading_tutorial.html)\n",
    "-[ Neural Networks with PyTorch](https://pytorch.org/tutorials/beginner/blitz/neural_networks_tutorial.html#sphx-glr-beginner-blitz-neural-networks-tutorial-py)"
   ]
  }
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